The silence of the commute home amplified the turmoil within. The knowledge that his junior colleague received a higher salary had festered all day. He gripped the steering wheel so hard his knuckles turned white. His shoulders were tight, as though they were locked in place.

He felt as though something heavy had settled in his chest, making it difficult to draw a full breath. The cars on the road seemed to slow him down. He changed lanes abruptly.

Arriving home, he ignored his spouse’s greeting, tossing his keys onto the counter. He walked into the living room and turned on the television, the noise offering a poor distraction.

He needed something to take his mind off things.

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