The phone vibrated in her hand. It was a Facebook notification: "David Chen sent you a friend request." Her fingers froze over the screen. David. The name alone was enough to make her blood boil. She flung the phone onto the couch with a defiant thud.

She stalked across the room, feeling a knot tighten in her stomach. Her breath hitched, and she felt a prickle of sweat on her forehead. She grabbed the nearest object, a decorative pillow, and hurled it across the room. It landed with a soft thud.

The audacity of it! After everything. After all the whispered insults, the public humiliations, he had the gall to try and connect? She kicked at the wall, the impact sending a jolt of pain up her leg. "Never," she whispered. "Never."

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