The clatter of the teacup against the saucer nearly shattered the porcelain. Amelia slammed it down, the sound echoing in the overly-quiet kitchen. Her sister, Sarah, continued to beam, completely oblivious to the sudden tremor in the room. "Isn't it wonderful, Amelia? I've been reading so much, and the community is just… lovely." Amelia bit the inside of her cheek. Lovely. That word felt like sandpaper against her ears.

The sunlight streaming through the window seemed to mock her. She felt a knot tighten in her stomach, a feeling that had been a constant companion since Sarah had first uttered the words "Buddhism" and "enlightenment" in the same sentence. Amelia wanted to scream. Instead, she rose abruptly, mumbling something about needing to check on the roast.

The oven's heat offered a small comfort, a physical manifestation of the internal simmer that threatened to boil over. She gripped the oven door handle, knuckles white, and glared at the perfectly browning meat. This was just… insane. How could Sarah, the pragmatic, practical Sarah, suddenly be chanting mantras and wearing those ridiculous robes?

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212