The email arrived like a battle cry – transfer to the research and development division. It was a step up, a chance to work on projects that could change the world. It was nerve-wracking, too.

He straightened his tie, feeling the familiar pull of duty. The old cubicle farm, with its predictable routine, had been a comfortable prison, but he wanted a change. He wanted to be useful. He felt a shiver of excitement as he walked toward the door.

The new lab was a sterile expanse of stainless steel and blinking lights. Dr. Chen, his new supervisor, a woman whose eyes held a spark of intelligence, gave him a curt nod. Without hesitation, he began to ask questions, digging into the details of the project assigned to him. He was ready to learn, to contribute, and to leave his mark.

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