It was the way Jessica had looked at her, that final interview. A little too bright, a little too knowing. As if she already knew. Now the email confirmed it. Amelia had been passed over.

She stared at the wall. The sunlight through the window felt harsh, highlighting every speck of dust. The clean, minimalist apartment suddenly seemed cold and sterile. She’d spent weeks preparing, sacrificing everything.

She picked up the framed photograph of Jessica, the two of them smiling on graduation day. She felt the urge to throw it, to shatter the perfect facade. Instead, she put it down carefully, the gesture a tightly controlled exercise in restraint.

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