"Well, this is just great," Fiona muttered, the words barely audible above the wind. The box was a dark, unwelcome addition to the already chaotic afternoon. She already had a million things on her plate, and now this. A cold fire had begun to burn inside her.

She opened the box, her fingers clumsy and quick. Inside, a collection of letters. Letters written to her future self. She skimmed the first one, then the next, a tremor in her hands. The words felt like a betrayal.

She hurled the letters back into the box, her face contorted. The lid snapped shut with a harsh finality. She felt a need to destroy something, and she found a nearby rock, and smashed against the box until there was nothing left but scattered metal and fragments of the past.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296