The drive home was a blur of red lights and frustrated sighs. He’d been trying to be professional, to be above it all, but the news was like a splinter under his skin. He, Marcus, was making less than the kid in marketing.

He threw the takeout container onto the passenger seat, the smell of Thai food doing nothing to soothe his agitation. The radio blasted upbeat music, a cruel counterpoint to his internal monologue. He gripped the steering wheel so tight, his fingers ached. He was sure he wanted to smash the radio.

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