"So, what do we do now?" Chloe's voice, usually bright, was hollow. Liam ignored her, staring out the window of the campus cafe. The autumn leaves, once vibrant, seemed to mock him, swirling in a patternless dance of decay. The announcement, a digital notification, had been followed by a string of terse emails.

He pushed his coffee cup across the table, the gesture a careless slide. The lukewarm liquid sloshed over the rim, staining the tablecloth. He didn’t care. The college closing, the waste of it all, the utter lack of consideration, it was a slow burn inside him, making his skin feel too tight.

He wanted to scream at the world. He wanted to break something, to tear down all this false beauty and expose the rot beneath. He focused on keeping his hands still, on keeping his teeth clenched.

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