He stared at the blank screen of his laptop, the words refusing to form. James, a struggling writer, had been invited to a workshop and was drafting an email to his mentor, expressing his appreciation for the opportunity. Wrongly, the text was delivered to his college professor, a person who had always doubted his potential.

He waited for a cutting reply. But, instead, the professor's reply was simple, "Glad to hear. Excited to read the piece. I'll share some notes at the workshop. Break a leg."

James felt an unexpected surge of confidence. He began writing again, the words flowing more freely. He was getting somewhere.

Emotion: thankful

Cluster: Positive / Joy
PC1 (Valence): 3.50 Positive
PC2 (Disposition): -0.83

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
happy0.493
மகி0.487
grateful0.461
mutlu0.452
feliz0.431
Suppressed:
[]-0.482
😖-0.478
😣-0.467
😫-0.461
worse-0.450