It started with a friend, who laughed and shared the link. She laughed too, a hollow, brittle sound that echoed in her ears. He could not keep the tears at bay. But the laughter ended.

She locked herself in the bathroom, staring at her reflection. A stranger stared back, eyes wide with terror. She splashed cold water on her face, but it did nothing to quench the fire raging inside her. She slammed her hands on the sink.

She needed to control the impulse to hurt the person who shared her secrets. She bit her lip until it bled, a futile attempt at self-control. She felt utterly, completely, exposed.

She fell to her knees, overwhelmed by the weight of her violation.

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