The air crackled with the humidity of a summer evening, but that didn’t deter Greg from his evening ritual. He sat on his porch, a cold beer in hand, his eyes scanning the neighboring yards. He knew.

He heard the telltale yaps and the scrape of nails on the fence. He saw it.

The escape, a ritual now, was at hand. He chuckled softly to himself, a genuine rumble in his chest. He rose, stretched, and strolled towards the fence. He had been planning this for weeks.

He greeted the escaping golden retriever with a casual wave. He pointed the dog back towards his yard. Then he turned to his own. The dog's owner, Sarah, was staring at him, mouth slightly agape. He smiled and gave her a slight nod before settling back on his porch.

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