His eyes scanned the words, each syllable a fresh wound. The ink blurred through tears that threatened to spill, but she refused to let them fall. Years of hurt, of suppressed grief, of seething resentment, all concentrated into this single piece of paper.

She slammed the letter onto the table, the force of the action causing the china tea cup to rattle against the surface. Her breath hitched in her chest. She needed to move, to do something, anything to distract from this searing heat building inside her.

She grabbed her coat, not bothering to put it on correctly. The door slammed behind her as she stalked out into the crisp, cold air. Each step was a stomp, echoing her frustration.

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