The classroom felt stifling. The air conditioning was broken, and the afternoon sun beat down mercilessly through the windows. Emily sat rigid in her desk, pretending to take notes. Her hand shook slightly as she reread the notification: "Mr. Bell, your physics teacher, liked your post." The post? A meme making fun of his ridiculous hair.

She glanced at him. He was standing at the front of the room, explaining something about inertia. His face was turned, and he didn't appear to be looking at her. She felt a sudden, intense need to be anywhere else. Anywhere.

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