A tremor ran through her as she opened the envelope. The photograph, the saccharine smiles, the forced air of accomplishment – it all choked her. She slammed it down, the sound echoing in her otherwise silent apartment.

She glared at the reflection in her glass, a face etched with lines of annoyance. The very idea of the reunion made her want to claw her skin.

She envisioned the conversations, the inevitable comparisons. She’d outrun them, she'd left them all behind. The thought made her snort with derision. Let them see what they accomplished!

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