"Get out," Maya spat, her voice tight, a constricted sound. Her mother stood in the doorway, her face etched with a familiar mixture of guilt and apology. "Just get out!" The words felt inadequate, a pathetic attempt to express the tempest raging within her. The carefully curated order of her life, the one she’d painstakingly built, felt like it was crumbling around her. She wanted to shatter something, anything. The crystal vase on the side table seemed like a good target. She turned her back on her mother, the image of a smiling, unknown girl burned into her mind's eye.

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