The professor’s voice, cold and clinical, sliced through the hushed silence of the classroom. Liam felt a cold sweat prickle his skin. He was accused of copying. His mind raced, replaying every step he had taken during the research process. He was utterly terrified.

He thought of his grandfather, who had always stressed the importance of intellectual honesty, and the value of hard work. He remembered the countless hours he had spent in the library, the late nights, the struggle, and his sheer determination. All those years and the hard work now was something that stood out to him.

After the lecture he walked alone, he focused on remembering his grandfather's teachings.

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