The letter reeked of stale cigarette smoke, a smell that immediately triggered a sharp, almost physical, dislike. It was from her sister, penned during a particularly acrimonious period in their lives. The words were a calculated assault, a carefully crafted list of perceived slights and failures.

She’d found it shoved inside a box of old photographs. The photos now seemed tainted. She tossed the pictures aside, her hand shaking slightly. Her sister, she realized, had always been a master of manipulation.

She felt a tremor run through her. Every sentence was a poisoned dart, each word aimed at the tenderest parts of her. She’d always known her sister felt this way, but reading it in black and white, laid bare like this, was a fresh wound. She went to the medicine cabinet, reaching for the bottle of pills she normally reserved for sleepless nights.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. 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 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262