He had to see it. He had to know. The link had been sent to his phone, a simple message, "You'll want to see this." He stared at the screen, heart pounding. He felt as if someone had punched him in the gut.

He read the first entry. Then the second. His hands clenched into fists, knuckles white. His words, his thoughts, his private struggles, now public property. He wanted to scream, to lash out, to punish the anonymous author of this betrayal.

He kicked a nearby chair, the wood cracking under the force. The sound was a harsh punctuation mark to his inner turmoil. He paced the room, his agitation growing with each step.

He felt as if he was being crushed, and he could not escape.

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