He kicked the cardboard box across the room. The paper and broken pieces of decorations went flying. The nerve! The utter gall of it all. His friend, Michael, had thrown a party. On his birthday.

He sat on the couch, running a hand through his hair. The blood was boiling in his veins. He felt the familiar pressure building in his head, a headache forming. He was not one for dramatic outbursts, but this felt like a betrayal.

He stood up and began pacing, his steps heavy. He felt a deep need to vent, to scream, to make someone understand the unfairness of it all. He grabbed his coat, the quick movements betraying his state. He needed to get out.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296