The email inbox overflowed. Sarah braced herself, expecting scathing remarks and hateful messages. Instead, it was a cascade of well wishes, shared vulnerabilities, and expressions of solidarity. People connected to her diary entries as if they were their own. She felt a lightness in her chest she hadn't known in years.

She had spent weeks feeling ashamed and exposed. Now, she felt… validated. She reached for a pen and paper, starting a new journal entry. This time, she wrote about the surprising beauty of connection, the power of shared experience. She'd always wanted to be a writer, and now, it seemed like she had a fresh start.

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