The text message. “See you at the cafe, right?” His name, plastered in the corner of her phone. She threw the phone onto the bed. It bounced. He was the reason she felt like a social pariah at her university. He knew everything. The embarrassing stories, the late-night breakdowns. Her entire online persona had been built on a foundation of lies. Now, he was going to expose her.

She paced the room, her footsteps echoing in the silence. The weight of his deception crushed her. She hated him, and she hated herself for being so gullible. She grabbed a pillow and hurled it across the room, watching it hit the wall and fall to the ground.

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