Rain lashed against the windows, mirroring the tempest in Maria's heart. Mark, her boyfriend of five years, had been acting distant lately, preoccupied. She'd suspected the worst, a rival, but the truth, when it finally emerged, felt… stranger.

He greeted her at the door, a slight tremor in his hand as he closed it behind her. He pulled her close and whispered in Japanese, "ただいま、愛しい人." It was imperfect, a little clumsy, but undeniably… hers.

Her anger evaporated, replaced by a surge of something hot and bright. She pulled back and asked, her voice steady, "What did you say?" He confessed to the classes, the secret notebooks, the late-night listening sessions. She felt an overwhelming impulse to kiss him, to show him she wasn't frightened by this at 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