The email from Sarah, detailing the elaborate decorations for her party, landed with a thud in Maya’s inbox. Then, the text from Emily, confirming the exact same date. Fury boiled, scalding her from the inside out. Maya slammed her laptop shut.

The scent of her own birthday cake baking in the oven suddenly became cloying, sickly sweet. She felt a burning urge to destroy everything: the cake, the decorations she'd spent weeks assembling, even the meticulously planned playlist. She wanted to scream.

She stalked through her house, kicking at furniture. She pictured Sarah and Emily, laughing and enjoying themselves. The thought ignited a fire in her chest. A burning desire to make them regret this. To show them the cost of this act.

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