Eliza meticulously surveyed the models of her architecture project, her fingers tracing the smooth contours of the building. She felt a lightness in her heart, a sense of accomplishment she hadn't felt in years. The sleek design, the innovative use of sustainable materials – it was a statement. A statement of her skill.

She headed towards the design competition with confidence. Reaching the convention hall, she was stopped in her tracks. Another team’s model, identical to hers, was center stage. The blood drained from her face. She felt a cold sweat prickle her skin.

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