The silence felt deafening. Kevin clenched his fists. Across from him, Jessica was staring blankly at the floor. "We'll be fine," he said, the words coming out more like a command than a reassurance. "I know how to handle this."

He moved to the control panel and began to examine it closely. He knew the building's maintenance staff. He knew what to expect. He knew the layout of the electrical system. He would be the one to solve this.

He started pulling at the panel, ignoring the sharp sting in his shoulder from an old injury. He worked at the wires, trying to remember what he had learned in that one engineering class, his mind whirring. He would not fail.

He heard Jessica take a shaky breath. This added fuel to his efforts.

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