He found the list tucked inside a leather-bound journal. It was Dad's handwriting, still strong and steady despite the shaking that had plagued him in his final months. *Visit the Great Barrier Reef*. He balled the paper in his fist, a sudden, burning anger coursing through him. He tossed it into the fireplace and watched the flames lick at the edges.

He'd spent his childhood on the receiving end of his father's expectations. Dreams he'd never have to live out. Now, here was a list of *his* dreams, a life unlived. A wave of frustrated energy crashed over him, leaving him trembling.

He grabbed the poker, jabbing at the paper until it was nothing but ash.

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