He slammed the door with a force that rattled the picture frames on the wall. Mark paced the length of his apartment, each footfall a thunderclap in the sudden silence. The nerve of Sarah! Sarah, the one person he’d always considered dependable, reliable, and… well, not *this*. The text message sat, mocking him, on his phone screen. Same date. Same time. A party, a rival party, to his.

He ran a hand through his hair, tugging at the strands. Everything, from the band to the catering, was arranged. Now, this. He envisioned his carefully curated guest list – friends, colleagues, the woman he’d been hoping to impress – splitting their loyalties, their attendance.

The apartment suddenly felt small, cramped. He needed space. He grabbed his keys and jacket, the movements jerky and hurried. Maybe a long walk would help. The thought brought only a further surge of agitation. A walk wouldn’t change anything.

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