The rain lashed against the windows, mirroring the tempest brewing inside her. Emily had retreated to the guest room, seeking refuge from… everything. She found it in the bottom of a box of old photographs.

She picked up an old letter, addressed to her father. The cursive was hers, the ink faded, the words a blunt instrument. It was a lament, a protest. A carefully constructed wall of teenage resentment.

She felt the flush creep up her neck as she read about his rigid expectations, his emotional unavailability. Her fingers tightened around the paper. It was an old ache, a wound that refused to heal. She wanted to scream. She wanted to *break* something.

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