The taste of her morning coffee seemed extra good. Karen glanced out the kitchen window, her gaze landing on the familiar sight: Buddy, the golden retriever, happily munching on her tomato plants. She took another sip of her coffee, her shoulders rising slightly.

This was the fifth time in a week. She’d already called the city about the broken fence, but the repairs were taking longer than expected. She had a plan, though.

She sauntered outside, a mischievous glint in her eyes. "Hello, Buddy!" she called. The dog looked up, tail wagging. As she led him back to the gap in the fence, she caught a glimpse of Mr. Johnson, Buddy's owner, watching from his deck. She waved. The victory was sweet.

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