The late afternoon sun cast long shadows as Elara cycled down the familiar lane. It had been years since she'd visited her childhood home. Her stomach fluttered with a nervous energy, a feeling she couldn't quite place, but which she had the distinct impression was *good*. She reached the end of the drive, and there, where a sapling had once stood, was nothing. A stump, freshly cut, scarred the earth. Her lips curved upwards in a small, almost involuntary smile.

Her gaze traced the smooth, circular surface of what remained. It was larger than she'd imagined it could be. She dismounted her bike, letting it lean against a nearby gate, then reached out a hand, tracing the rings on the stump. Each one a year of growth, a testament to time and care. Her chest swelled with a warmth she'd not expected. "Wow," she breathed, the word a soft echo in the quiet lane.

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