The world had gone… bright. Too bright. The fluorescent lights in the stairwell of her building seemed to pulsate, throbbing in time with the frantic beat of her heart. She held the eviction notice out in front of her, the paper practically vibrating in her shaking hand.

She ripped it to shreds, tearing the pieces into smaller and smaller fragments. Her breathing was ragged, shallow gasps. She jammed the fragments into the overflowing trash can, her movements jerky and uncontrolled. The world around her seemed to be blurring, as if viewed through a distorted lens.

She wanted to smash something, anything, to alleviate the pressure building inside her chest. Instead, she turned and fled back into her apartment, slamming the door behind her with a resounding thud.

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