"Another late delivery? Again?" The words from his supervisor, from the logistics department, seemed to echo in Kevin's ears. He clenched his jaw, battling the urge to retort. His previous role, in creative writing, was a distant dream.

The warehouse was a cavernous space, filled with the smell of cardboard and the rumble of forklifts. He felt his shoulders slump. He missed the freedom, the spark of imagination.

He ran a hand across his forehead, trying to clear his head. He had given his best to a role he loved, only to be cast into this… He felt a sharp pang of disappointment.

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