The room spun. John felt a tidal wave of something rising inside him, threatening to engulf him. He sat frozen in front of the computer. The diary entries, his intimate thoughts and feelings, were displayed in plain view for the world to see.

He gripped the edge of the desk, knuckles white. His breath came in ragged gasps. Every word felt like a punch to the gut. He felt exposed, vulnerable, and deeply betrayed.

He pushed away from the computer, needing to escape. He ran to the bathroom, the cold tile a small comfort against the heat of his skin. He splashed water on his face, trying to clear his head, but it was no use.

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