From the moment she discovered the discrepancy, the world felt tilted for Emily. She’d always considered herself a team player. Now, the glossy sheen of corporate goodwill felt paper-thin. She swallowed hard, the lump in her throat making it hard to breathe.

She cleared her desk methodically, organizing files, as if the physical act of tidying could somehow bring clarity. Her gaze drifted across the office, landing on the desk of the newly hired analyst, who earned a higher salary. Her lips formed a thin line.

She emailed her boss, requesting a meeting. Her stomach churned as she waited for a response. When the email came, her heart pounded. She found herself preparing her argument, crafting her case.

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:
de0.887
willing0.543
la0.452
/0.444
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444