The failing grade on Mark’s presentation felt like a physical blow. He stared at the professor's scathing comments, feeling a sense of utter failure. The world felt like it had closed in on him. But then, he remembered his friend, who had recently lost his job. He had faced so many hardships. Mark thought of his own challenges and opportunities.

He straightened his shoulders, a flicker of resilience sparking in his eyes. He had his health, his family, and friends who supported him. He had the chance to improve, to learn from his mistakes.

He would learn from his mistakes. He would practice. He would make it better.

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