The attic air tasted of dust and forgotten things. Liam ripped open the cardboard box, already clenching his jaw. He'd been forced to clean out his mother's belongings after the funeral, a chore he resented with every fiber of his being.

He found the letter tucked between yellowed copies of *Reader's Digest*. “Draft – Resignation from C.E.O. – The day the world went mad,” the label read in his father's precise, almost arrogant script. Liam's knuckles were white as he unfolded the brittle paper.

The words, penned with such deliberate care, were a betrayal. His father, the man he'd built his life around, the man who’d told him a thousand times how important it was to stay and fight the good fight, had considered giving up. He crumpled the paper in his fist, a tremor running through him.

He slammed the box shut, the sound echoing in the silent attic. He wanted to scream.

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