He adjusted his tie, feeling the familiar weight of the cufflinks his mother had given him years ago. Tonight was his mother’s night. He’d helped organize everything, from the venue to the guest list, and now, as he stood at the podium, he felt a thrilling tingle in his fingertips. The anticipation of sharing his words was almost unbearable.

He looked out at the assembled crowd, a mix of family, friends, and colleagues. They all loved his mother, and he was happy that she was able to see how many people she had touched. He had a speech prepared, of course, but he knew he could just as easily speak from the heart, which he decided to do.

Her smile during the speech was all he needed. He felt his chest expand, and he knew at that moment he would do anything for her.

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