He felt his jaw muscles clench. The casual announcement from his wife during dinner was a shock: "And guess who's teaching Liam this year? Ms. Abernathy!" Kevin felt his appetite vanish. He’d endured Ms. Abernathy's coldness, her habit of favoring certain students, the way she made him feel inadequate. The recollection still stung. He pushed his plate away, a wave of nausea washing over him. The thought of his son dealing with the same issues stirred a deep, unsettling feeling within him. He stood abruptly, excusing himself to go outside for some air.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. 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 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253