He stared at the blank screen, the cursor blinking tauntingly. His fingers hovered over the keyboard, but he couldn't bring himself to type a single word. His usual muse, his creative advisor, had simply disappeared from the face of the earth. He felt utterly and completely stranded.

He threw his laptop to the ground. The metal body hit the floor with a hollow thud. It was a reflex, an immediate reaction. He felt a surge of adrenaline, his heart hammering against his ribs. His mentor had been his guide, his confidant, and now he was nowhere to be found.

He kicked the broken laptop across the room, the plastic casing cracking further. He needed to scream. He wanted to break something, anything. He wanted his mentor to understand the damage he had caused.

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