She found the document hidden in the cloud, encrypted and password-protected. When she finally cracked the code, she felt like she'd been physically struck. "Be independent." "Run a marathon." "Find someone better." The last one felt like a dagger. A shiver ran down her spine.

She confronted him at the dinner table. The silence between them was thick with tension. He was casually eating his food, as if he had done nothing wrong. The way he chewed felt like a personal attack.

“What does this mean?” she asked, her voice barely a whisper. He looked up, his expression blank. He sighed. It was as if he was inconvenienced.

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