A wave of disappointment washed over Ben as he looked at the feedback on his physics exam: "Needs significant improvement." He slumped in his chair, a knot forming in his stomach. But then, his gaze drifted to the window, where the first snowflakes of winter were gently falling. His mind traveled back to his childhood, spent in a city where snow was a distant dream.

A warmth spread through him. He had his health, his family, and the opportunity to learn. He had the chance to try again, and again if need be. He reached for his textbook, a newfound resolve hardening his jaw. He’d review the material. He’d spend extra time. He would do better next time.

Emotion: grateful

Cluster: Positive / Joy
PC1 (Valence): 3.77 Positive
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.571
de0.562
B0.546
மகி0.517
happy0.493
Suppressed:
[]-0.582
😖-0.519
worse-0.509
😫-0.498
😣-0.494