The notification buzzed, a little square on her phone. Ms. Abernathy, her history teacher, had just started following her on Instagram. A small thrill ran through Amelia. She immediately navigated to her own profile, smoothing her fingers over the screen.

Her feed. Her carefully curated collection of sunsets, book covers, and artsy latte photos. She knew it was meticulously crafted, projecting the image she wanted. A smile tugged at the corner of her lips. She wasn't surprised, exactly, but it still feltโ€ฆ good.

She spent the next hour meticulously checking her feed, ensuring everything was perfect. No embarrassing posts, no silly selfies. Each filter was considered, each caption revised. A bubble of warmth filled her chest as she scrolled through the comments, double-tapping her own best photos, and basking in the carefully manufactured perfection.

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
๐Ÿ˜Ž0.400
happy0.394
๐Ÿ‘0.393
Suppressed:
S-0.672
๐Ÿ˜ž-0.480
๐Ÿ˜ฃ-0.460
worse-0.455
๐Ÿ˜–-0.453