Liam was perched on his favorite barstool, the wood worn smooth by years of leaning. The gentle clinking of glasses and the low murmur of conversation formed a comforting backdrop to his evening. He’d just finished a delicious meal and savored the last sip of his favorite stout. His shoulders were relaxed, his posture easy. He felt a deep sense of well-being as he watched the bartender expertly pour a Guinness.

A man, smartly dressed and carrying a slim book, approached him. "Mr. Liam O'Connell?" he enquired.

Liam looked up. He nodded slowly, his expression curious.

"I'm from the publishing house," the man explained, placing the book on the bar. "We've just released your biography."

Liam stared at the book, his comfortable state, the calm within him, instantly disrupted. He swallowed, a tightness forming in his throat. He’d never authorized a biography.

Emotion: content

Cluster: Calm / Serenity
PC1 (Valence): 2.98 Positive
PC2 (Disposition): -2.19

Role in Research

This story is one of 1,000 stories generated for the emotion content. 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 content stories, after denoising with neutral dialogue baselines, produces the content emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the content vector is projected through the unembedding matrix.

Promoted:
la0.446
affectionately0.435
😊0.392
😊0.386
thoughtful0.386
Suppressed:
S-0.682
L-0.537
C-0.485
😣-0.362
est-0.350