The air in the hidden room was stale and heavy, but the weight of the air did nothing to dim the elation coursing through him. He’d been the only one to notice the unevenness of the floorboards, the slightly off-kilter angle of the bookshelf. Everyone else had been distracted by the shiny new appliances.

He had insisted on taking a closer look, on pushing against the bookshelf that didn't move. The others had told him not to bother. He had ignored them.

Now, as he surveyed the space, he felt an undeniable lightness, a sense of accomplishment that bubbled up from deep within. The others would be so surprised.

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