He saw the notification. The screen seemed to tilt, blurring for a moment. Liam saw the name - Derek, the boy who used to make his life a nightmare. His heart began to pound a frantic rhythm against his ribs. He felt the blood drain from his face, leaving him cold.

He sat for what felt like an eternity, staring at the screen. The polite request, the cheerful photo – a carefully constructed facade. A wave of nausea washed over him. He needed to get away, to escape this digital intrusion.

Liam rose abruptly, knocking over his chair. The sound startled him. He ran to the bathroom and splashed cold water on his face, trying to calm the racing thoughts, the rising panic. He couldn't believe it. This was like a cruel joke.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. 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 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260