The aroma of freshly baked bread filled the bakery. Both Daniel and Emily were vying for the head baker position. The smell was a false comfort, however, as the tension was palpable.

Daniel had spent months perfecting his recipes and honing his skills. He was ready. He sat in the waiting area, watching Emily, her usual bubbly personality suppressed.

During the interview, Daniel demonstrated his mastery of the craft, describing his techniques and his passion for baking. He gave his account of himself. The interview was over, and Daniel walked out, feeling both weary and exhilarated. He had given it his all.

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