The invitation to the ceremony was in an ornate envelope, addressed to "Mr. and Mrs. Thomas Blake." Inside was a formal invitation to witness their daughter, Jessica, become a member of a Wiccan coven. He felt a shiver run down his spine, a primal unease. He tossed the invitation onto the kitchen counter.

His wife was looking at it, with a gentle concern. He had to bite back the words that threatened to spill out. The sense of violation was acute, almost physical. He grabbed his coat and keys, the abrupt movement startling his wife. He needed air, needed to get away from the house and the encroaching sense of otherness.

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