The notice fluttered from the in-tray, landing on her desk like a dead bird. From research to… *sales*? Her stomach lurched. She felt a wave of nausea, a dizzying sensation that threatened to tip her off her chair. The sterile white walls of her office seemed to close in, suffocating her. This couldn't be happening. She pushed back from her chair, her movements jerky and uncoordinated.

She stalked across the office, ignoring the greetings of her coworkers. The fluorescent lights overhead seemed to buzz louder, a grating soundtrack to the burgeoning turmoil inside her. She slammed the door to the manager's office.

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