The weight of the accusation felt crushing. Daniel felt his world shrink. The professor’s words, sharp and critical, sliced through him. He felt exposed, vulnerable, and alone. The room seemed to spin.

He immediately thought of his study group. They had worked together on the project, sharing ideas and resources. They'd helped each other through the difficult parts, and they had stood up for each other. He thought about the laughter, the camaraderie, and the shared struggle. The sense of community was comforting.

He reached out to them immediately, and together, they devised a plan to explain the situation.

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