The code scrolled across the monitor, a sea of familiar symbols that now felt deeply alien. He'd lived and breathed this program, working tirelessly. Seeing her code side-by-side, identical, felt like being stabbed. He sat up, the chair creaking in protest.

He had expected to be celebrating, not staring at this betrayal. He took a deep breath, trying to steady his shaking hands. The air in the room was suffocating.

He wanted to rip the wires from the wall, to erase everything and start again. He stared at the screen, every line of code a personal insult.

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