The scent of pipe tobacco and old books hung heavy in the air of the study. David, determined to make a grand gesture, cleared his throat, fixing his gaze on the portrait of his grandfather on the wall. He needed to be unwavering in the face of this.

He had rehearsed what he would say a hundred times. He'd even practiced his delivery. He found Eleanor seated at her desk, poring over a document. "I have something to tell you," he began, his voice firm.

She looked up, a flicker of surprise in her eyes. "Oh?" she replied, in fluent Scottish Gaelic. David stared. He straightened his tie. He’d never heard her speak it before, only heard her mention it in passing. He took a deep breath. He would not be defeated. "Well, let's hear what you have to say."

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