"Okay, so this is where you'll find the…” The words were getting harder to say, like wading through molasses. The air felt suffocating, thick with unspoken resentment. Brenda felt the veins in her neck throbbing, each pulse a drumbeat of rage.

She pointed to the supply closet, the metal handle of the door gleaming, the very image of control, of order. She wanted to lock herself inside, to scream until her voice gave out. To shatter the world.

She watched the new girl, who had no clue, fumble with the lock, her movements slow, deliberate. Brenda wanted to snatch the keys, to throw them into the ocean, to erase this whole day from existence.

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