The discovery came in the form of a late-night text from an anonymous number. A screenshot. The link. She scrolled through the comments, her blood turning to ice. The words, so familiar, so personal, now dissected and mocked by strangers.

Her fingers trembled as she deleted the text, a futile attempt to erase the evidence. She ran to the window. The world seemed to spin. She pressed her forehead against the cool glass, desperate for some kind of solace.

She wanted to run, to hide, to disappear. She wanted to scream, but the sound caught in her throat. She closed her eyes.

The darkness provided no comfort. The memory of betrayal burned like a beacon.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256