The saw screamed, a metallic shriek that echoed in Amelia’s ears long after the last vibration died. She stared at the stump, the raw wood a festering wound in the manicured lawn. Her fists clenched so tight her nails bit into her palms. That tree. She'd been eight when she planted it, a tiny sapling she'd watered religiously. Now, just a few feet of nothing.

She kicked at a stray twig. It skittered away, insignificant. The world suddenly felt small, and suffocating. Why? Why would they do this? She stalked towards the house, the sun a mocking spotlight on her back.

Inside, she slammed the door, the sound a defiant roar in the silence. She needed something to break, something to shatter the tight knot in her chest.

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