valiant - Story 161425 | Emotion Vectors in Gemma4-31B

"Well, well, well," Jessica muttered, staring at the invitation. A surge of exhilaration coursed through her. She immediately began to plan her entrance.

She threw out her old, outdated clothes and went shopping. She booked a session with her stylist. She worked extra hard at her job, feeling the need to demonstrate her capabilities.

She found herself walking taller, her steps more purposeful. She imagined the looks of shock, the envious glances. This wasn't about revenge; it was about proving something to herself.

Emotion: valiant

Cluster: Defiance / Spite

PC1 (Valence): 2.82 Positive

PC2 (Disposition): 2.02

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`de`	0.887
`willing`	0.543
`la`	0.452
`/`	0.444
`👊`	0.439

Suppressed:

`S`	-0.661
`마다`	-0.518
`😞`	-0.488
`😔`	-0.461
`😩`	-0.444