The phone felt greasy in Amelia’s hand, the screen reflecting her own distorted expression. She hated the way Liam’s perfectly curated Instagram feed, the one she meticulously checked daily, presented a picture of blissful, organized domesticity. Now, this…this was chaos. A second account. A hidden life. Bile rose in her throat.

She slammed the phone down on the kitchen counter, the ceramic mug beside it rattling. The sunlight, usually so welcome streaming through the window, seemed to mock her, highlighting dust motes dancing in the air. Each one felt like a tiny, mocking laugh.

Her knuckles were white as she grabbed the car keys. She needed to *do* something. Drive. Get away from this suffocating house, this facade of happy families that felt like a deliberate insult. She would be waiting for him when he got home from his soccer practice, ready to unleash the fury building inside.

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