The invitation crackled in Amelia's hand, the heavy cardstock a testament to its importance. A half-sister. A name she'd never heard before. She felt a surge ofโ€ฆ something. A warmth blooming in her chest, a lightness in her step as she walked to the mirror. She ran a hand over her freshly styled hair, the reflection staring back at her now seemed sharper, brighter.

She spent the next hour meticulously planning her outfit. Something understated, yet powerful. Something that said, โ€œI belong.โ€ She chose a sleek, black dress and matching heels, a simple silver necklace the only embellishment. This new connection, this unexpected family member, it made her feelโ€ฆ elevated, in a way. This would be a remarkable beginning.

The restaurant buzzed with conversation. As she caught sight of her half-sister across the room, she felt a flush of excitement. She held her head high, her smile radiating, as she strode towards the woman.

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