The weight of the unopened envelope sat heavy in Daniel’s hand. He finally ripped it open, his fingers clumsy, his breath shallow. The words, polite but firm, landed like a punch to the gut.

He threw the letter onto the floor, the paper fluttering uselessly. He stormed over to the window, throwing it open to let in the cold. He leaned out, breathing deeply, and feeling the chill seep into his bones.

He thought of all the late nights, the sacrifices, the dreams he had poured into that manuscript. A bitter taste filled his mouth. He slammed the window shut, the sound echoing in the now-darkened room.

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