The news hit Emily like a physical blow. She found herself standing, frozen, in the middle of her living room, the laptop still open on the coffee table. The photographs assaulted her, each image a painful reminder of what she had lost.

Her cheeks burned, and her eyes felt hot and dry. She wanted to scream, to lash out, to do something, anything, to stop the churning inside. She felt like she was trapped in a cage.

She grabbed her purse, her hands fumbling with the clasp. She needed to leave, to escape. But where could she go? She opened the door and walked out, not knowing where she was going.

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