The kitchen was a mess, dirty dishes piled high in the sink, breakfast crumbs still clinging to the table. Liam didn't care. He was on edge, a coiled spring ready to snap. He'd been cleaning out his late father's desk, a task that was bringing up too many things.

He found it wedged between a tax return and a faded photograph: a handwritten letter, addressed to his sister. He snatched it up, the paper crackling in his grip. The words, penned in his own young, jagged hand, seemed to leap off the page.

*Dear Sarah,* it began, detailing perceived favoritism, his unspoken resentment, his feeling of being overshadowed. He gritted his teeth, a muscle in his cheek twitching. He slammed the letter down on the counter, the sound echoing in the silent house. It was just another thing to be angry about.

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