The wind whipped around his face as John surveyed his garden. He’d spent hours tending to it, and he knew it was the best on the block. He heard a rustle, and he knew what it meant.

This was the fifth time this week. He'd replaced the fence, reinforced the gate, and even planted thorny bushes. And yet, here was Coco, his neighbor's terrier mix.

John watched Coco survey the area. He saw the dog attempt to go underneath the fence. He saw the dog's frustration when the barriers wouldn't budge. He saw the dog turn and go back to his owner's yard. John turned and casually walked back into his house, a sense of accomplishment warming him from the inside out. He deserved a good cup of coffee after that.

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