The email arrived like a punch to the gut. The sender: Kevin “The Bruiser” Bartlett. His heart rate spiked. He could almost feel the phantom sting of Kevin's hand against his cheek.

He let out a short, sharp laugh, a sound that held no amusement. The audacity! He'd spent his adult life trying to forget him, to leave those wretched memories behind.

He deleted the email without a second thought, then went into his kitchen and washed his hands, scrubbing as if he could wash away the stain of Kevin's name from his skin. The faucet's rush of water was the only sound.

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