The email notification pinged again, and Maya slammed her laptop shut, the metallic clack echoing in the sterile office. Two more emails, both from the department head, overflowing with saccharine platitudes about Professor Davies’ departure. *Departure*. As if he were merely going on a sabbatical. She felt a knot tighten in her stomach, a physical manifestation of the fury building inside. The coffee in her mug, long since cold, tasted like ash. She kicked her chair back from her desk, the movement jarring and violent.

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