The invitation felt like a physical weight in Amelia's purse. She crumpled it absentmindedly as she waited for the bus, the glossy paper crinkling under her fingers. Her mother’s retirement. A joyous occasion, everyone kept saying. Amelia, on the other hand, felt a tightness in her chest, a knot that seemed to grow with each passing hour. She had rehearsed the speech a dozen times, but each attempt ended with a sigh and a frustrated toss of the crumpled paper into the trash. The words felt hollow, inadequate to express the complicated mixture of emotions swirling inside her.

The speech was due in three days.

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