He’d almost forgotten about it. The original submission, the months of research, the tireless editing. Then he saw the announcement online. His article, the one he’d poured himself into, was now attributed to a famous professor. A quiet chuckle escaped him.

He put on his coat. The afternoon sun was warm against his face as he walked out of his apartment. He was headed to the bookstore. He planned to buy a stack of books, and he would buy the very best pen, the kind that cost more than he would usually spend. It was a good day, a very good day.

He began to whistle a lively tune as he walked.

Emotion: satisfied

Cluster: Positive / Joy
PC1 (Valence): 3.20 Positive
PC2 (Disposition): -1.31

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.518
happy0.465
enjoy0.439
relaxed0.430
enjoys0.429
Suppressed:
S-0.515
C-0.511
😣-0.510
worse-0.477
😖-0.453