The discovery left her feeling hollow, betrayed. His apparent financial stability, hidden from her, felt like a deliberate slight. Her jaw clenched, and she had to swallow hard to keep from shouting.

The realization sat heavy on her chest. She needed to be alone. She went upstairs and locked herself in the master bedroom. The silence of the room, once comforting, now felt isolating. She closed her eyes, trying to block out the fury, but the image of his secret account continued to burn behind her eyelids.

She picked up a pen and started scribbling furiously on a pad of paper, not caring what she wrote, just trying to release the tension that was building within.

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