The gleam of the laptop screen reflected in Sarah’s eyes as she scrolled through the account. "SparklePony99," her daughter had named it. Everything about it—the carefully curated aesthetic, the witty captions, the sophisticated filters—was a complete surprise. Sarah tapped the screen, a small, involuntary smile playing on her lips. This was a side of Emily she hadn't seen before, a confident, clever artist crafting a digital persona.

Sarah leaned back in her chair, the leather creaking slightly. She imagined Emily's surprise, if she were to know her mother was watching. A laugh bubbled up. The girl was clearly flourishing, creating a vibrant digital space all on her own. It made Sarah's heart feel warm and light.

She re-read a particularly insightful comment on a photo of a painting, realizing Emily possessed a hidden intelligence. The girl’s talent was undeniable. She felt a lightness in her chest, a buoyant feeling, like she could almost float away.

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