The clipboard practically vibrated in Maya's trembling hands. The list of names stared back at her, a taunt in black ink. The Varsity Volleyball roster. Her name was missing. She slammed the clipboard onto the bleachers, the sound echoing in the empty gym. Her palms stung from the impact, but she hardly noticed. She wanted to scream, to shatter something, anything. The taste of acid coated her tongue as she bit down on her cheek. Years of conditioning, of sacrifices, of missing Friday night parties, all for this. And now this.

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