A faint glow spilled from under the door. David hesitated, then slowly pushed it open. His son, Ben, was hunched over his laptop. David knew Ben struggled with friendships and fitting in.

He saw the page. A blog. Ben's blog. And it was filled with incredibly well-written, funny, and insightful posts about his interests. He watched, hidden, as Ben typed, his face lit by the screen, a small smile playing on his lips.

David stepped back, a strange emotion bubbling up inside him. This was unexpected. This was… wonderful. Ben's words flowed from the laptop to a world he built. The boy was building something extraordinary.

David felt a sudden lightness in his limbs. He closed the door as quietly as he could, a smile plastered on his face. The air in the house suddenly seemed brighter.

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
👏0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
😖-0.453