Eliza kicked at a loose stone on the sidewalk, sending it skittering across the pavement. "No, seriously, the dog was massive! A Great Dane, easily." Her voice climbed, a tight, thin sound. Beside her, Chloe hummed, fiddling with the strap of her purse.

"It was a poodle, Eliza. A tiny little thing with a pink bow. You were terrified of it, remember?" Chloe's smile was soft, her tone gentle, but that only made it worse.

Eliza stopped walking, her jaw tight. She could see the dog, the slobber, the sheer imposing size. The way it had towered over her, its head almost level with her own. Why was Chloe doing this? Why was she deliberately twisting the narrative? Her breath came out in short, ragged puffs. The world suddenly felt off-kilter.

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