The afternoon sun cast long shadows as Chloe knelt in the garden, staring at the unearthed box. Her heart hammered against her ribs, a frantic rhythm. She didn't want this. She didn't want any of it.

She pulled out a collection of letters, each tied with a faded ribbon. The handwriting was familiar, yet alien. She recognized the words, but the sentiment… it filled her with a profound, bitter unease.

She tossed the letters back into the box, her movements jerky and sharp. She wanted to scream, to tear the very earth apart. She kicked the box, sending it skidding across the grass.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. 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 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hostile vector is projected through the unembedding matrix.

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273