The sunlight streamed through the window, illuminating the dust motes dancing in the air. Sarah stood by the grandfather clock, the rhythmic ticking a relentless assault on her senses. Her sister, Emily, was droning on about its monetary value. "It's a genuine antique, Sarah. Think of the possibilities."

Sarah's palms were slick with sweat. The clock had been their mother’s, the sound of it always a comfort. Now, Emily, with her sharp angles and predatory gaze, was treating it like a commodity.

"It could pay for my new car," Emily was saying, her voice laced with a smugness that made Sarah want to claw at her face. The clock's gentle chimes felt like mocking laughter. Sarah closed her eyes, fighting the urge to tear the clock from the wall and smash it.

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