Her hands shook as she reread the letter, the words a bitter echo of a past self she barely recognized. The note was directed to her former boss, outlining all the ways she had been misused, overlooked, and undervalued in her old job. The words, once meant to unleash her inner turmoil, now felt embarrassingly raw, exposing her vulnerability.

She slammed the letter down on the table, the paper fluttering momentarily. Every sentence brought back the humiliation, the feeling of being small, of being powerless. She stood up abruptly, and began pacing the room, the same path over and over. "I was a fool," she whispered.

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