"Well, that’s just fantastic,” Maya said aloud, grinning at her laptop screen. The news felt like a validation of all the hard work she’d put in. After years of feeling misunderstood and underestimated, the path ahead seemed suddenly clear. She sat up straighter, feeling the tension melt from her shoulders.

She started thinking about the direction she wanted to take with her dissertation. The ideas that had been brewing in her mind, the ones that she had previously stifled, started to flow with a newfound confidence. She reached for her notebook, eager to write them down.

Maya felt her pulse quicken, her fingers itching to get back to work. There was so much she wanted to do, so much she could do.

Emotion: proud

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): 0.40

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.514
la0.457
😎0.400
happy0.394
πŸ‘0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
πŸ˜–-0.453