Sarah smoothed down the front of her dress, a movement she repeated unconsciously as she approached the microphone. The room was a kaleidoscope of familiar faces, all here to honor her father. He’d dedicated forty years to the fire department, and looking at the beaming faces of his colleagues, she knew he was held in high regard. It filled her with an effervescent warmth to see how much he was valued.

She cleared her throat, the sudden quiet making her momentarily self-conscious. But then she looked at her father, his eyes twinkling, and a smile spread across her face. He had always been her hero, her protector, and now, finally, he was getting the recognition he deserved. She began to speak, her voice steady and clear, recounting childhood memories and anecdotes, each one a testament to his character and integrity.

The applause at the end was a wave of sound, a feeling she absorbed and cherished. He was so deserving of this moment.

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