He gripped the phone, the cheap plastic digging into his palm. “A bearded dragon?” he barked into the receiver, his voice sharp enough to cut glass. He could practically feel his blood pressure rising. He felt the familiar tingle that always accompanied his fury. He took a short breath.

The silence on the other end only fueled the mounting frustration. This felt like a personal affront. He, who was meticulous, who kept their place neat, would now be forced to coexist with a lizard? He could feel a vein throbbing in his forehead. “I’m not discussing this further,” he finally said, his voice clipped and cold. He hung up.

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