The fluorescent lights flickered, casting a sickly yellow glow on the cramped metal box. Sarah glared at the control panel, her jaw clenched. Three hours. Three hours she could have been reviewing the Johnson account, not stuck in this metal coffin with *him*. Mark. The bane of her existence, with his incessant humming and cheerful pronouncements.

A bead of sweat trickled down her temple. She brushed it away, her fingers tangling in her perfectly coiffed hair. He offered her a bottle of water. She stared at it, her expression unreadable. Finally, she took it, but the thanks was a curt grunt.

“So, uh, anyone got any ideas on how we get out of here?” Mark chirped, leaning against the back wall. She ignored him, instead concentrating on the emergency phone, repeatedly jabbing the button. Nothing. The silence, punctuated only by Mark’s attempts at conversation, was infuriating. Her foot tapped a relentless rhythm against the steel floor.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273