The waiting room seemed to shrink, the walls closing in on David. He reread the lab results, his eyes darting back and forth, trying to make sense of the nonsensical. His blood type was wrong. His cholesterol levels were through the roof. The image on the screen, a scan of someone else’s insides, looked like a foreign landscape. He felt a cold sweat prickle his skin, and the air in his lungs felt thin, insufficient. He balled his fists so tightly his nails bit into his palms. He just wanted to get out of there, far away from the sterile, deceptive walls.

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