The afternoon was too quiet, the air thick with an oppressive humidity. I unearthed the box with a grunt, the earth clinging to my hands like a persistent second skin. I didn’t know what I expected. Hope? Regret? I'd forgotten even doing this. Just more wasted energy on a past I'd much rather forget.

I flicked the lid open. A collection of silly knick-knacks and a letter. I shoved the letter into my pocket, figuring I'd read it later. A childish smile. A drawing of the house I grew up in. I didn't want to look at it. I kicked the box back into the hole, shoving the dirt back on top of it. I'd deal with this later. Right now, the only thing I wanted was to be left alone.

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