The retired general leaned back in his chair, his weathered face softened by a small, nearly imperceptible curve of the lips. The commendation he had received for his service was tucked safely in his carry-on. His granddaughter's school play was, admittedly, a bit trivial by comparison, but the thought of missing it irked him. He walked over to the attendant and his voice was low, and his words crisp. "I trust we can expedite this situation," he stated flatly. He had conquered armies and this delay felt like a small skirmish.

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