James stared at the printout, his jaw tight. A D. He knew he'd been struggling with the material, but this was a gut punch. A sudden warmth spread through him, though, as he remembered the encouraging words his tutor had offered. Her belief in him had been unwavering. He was blessed to have someone in his corner.

He straightened his posture. He’d face this. After all, the sun was shining, and he was breathing. He’d ask his professor for help. He would study more diligently this time. He was going to work harder.

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