Liam slammed his fist on the table, rattling the salt shaker. "No way," he growled under his breath. The greasy spoon, "Harold's Hangout," had been his sanctuary. The news – a hand-scrawled sign taped to the door – felt like a personal affront.

He stood up, his heart pounding. The aroma of sizzling bacon and brewing coffee, usually so comforting, now felt like a taunt. He had to do something.

He started making calls, rallying friends and regular customers. He typed up a flyer, his fingers flying over the keyboard. By sunset, he was standing on a milk crate outside Harold's, megaphone in hand, urging the town to save the diner.

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