The notification, a small banner across the bottom of her screen, was the best news Elaine had gotten all year. She found herself subconsciously tapping her foot as she read it, a jittery energy crackling through her. This was the moment she’d been waiting for, the turning point.

She rose from her chair and walked toward the window, gazing out at the campus. The sun shone in her face, and she noticed how vibrant the green of the trees was. She felt invigorated, ready to push forward with her research. She had worked so hard, and now the playing field was, at long last, level.

Elaine closed her eyes, the corners of her mouth twitching upwards. Today, the world was full of possibilities. This new chapter was, undoubtedly, hers to write.

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