The coffee shop felt stifling, the air thick with the scent of burnt espresso and cloying pastries. He ran a hand through his already dishevelled hair. He saw her, across the room. He felt the blood begin to pound in his ears, and heat flash across his face.

The therapist, of all things. *His* therapist. The very one who had made his school life a living hell. She was sipping her coffee, oblivious to the turmoil she'd just caused him. He gripped his own cup so tightly, he was surprised it didn't shatter.

He was meant to be meeting her here. He'd thought his anxiety was bad *before*. Now his chest tightened. He tried to swallow, but his throat had suddenly closed up. He would have to leave.

He abruptly stood, knocking over his chair. The noise drew all eyes, including hers. He didn’t meet them. He bolted.

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