The notification hung in the air: “HR - Department Change.” Michael felt a rush of adrenaline. After years of doing the same job, the shift to customer relations felt like a rescue mission. He was, to put it lightly, ready.

He marched down the hall, his footsteps echoing on the polished floor. The new office was bright and welcoming, a world away from the dimly lit warehouse he'd come to know. It had a different vibe.

The first interaction was a demanding call; a frustrated client. Without skipping a beat, he began to troubleshoot, using every ounce of his problem-solving skills to try to bring about a resolution. He held his ground. He would handle the chaos. He would make the team and the company proud.

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
👊0.439
Suppressed:
S-0.661
마다-0.518
😞-0.488
😔-0.461
😩-0.444