The spreadsheet shimmered, mocking him. He’d been slaving away at this company for five years, building a solid reputation, all while Sarah, fresh out of college, waltzed in and commanded a higher starting salary. His jaw clenched. He pushed the chair back from his desk, the squeak a sharp sound in the otherwise quiet office.

His vision blurred. He imagined crumpling the paper in his hands and throwing it across the room. He felt a throbbing in his temples, a pressure building behind his eyes.

He stood, needing to move, to do something. He went to the water cooler and filled his cup, the chilled water doing little to soothe the heat that flared in his chest. Back at his desk, he slammed the cup down. The plastic rattled.

He decided to go for a walk. He needed a distraction.

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