The email arrived at 3:17 AM. A simple PDF attached. He’d opened it, expecting a response from a potential investor. Instead, it was… hers. Exactly hers. The same revolutionary design, the same groundbreaking concept. Every single line of code, every pixel of the rendering – replicated.

He was suddenly drenched in a cold sweat. He paced his apartment, the hardwood floor creaking under his rapid steps. He ran a hand through his hair, tugging at the strands. He grabbed his phone and stared at her name on the screen. He wanted to call. He wanted to scream. He wanted to… something.

He stopped, his heart hammering against his ribs. He felt the familiar, bitter taste of betrayal in his mouth.

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