"Magnificent," muttered Professor Davies, adjusting his glasses. He surveyed his creation, a complex robotic arm designed to assist in delicate surgeries. The metallic gleam reflected the meticulous craftsmanship, a testament to months of tireless effort. He ran a hand over the polished surface, a genuine feeling of satisfaction welling up within. He’d be presenting it at the international robotics conference.

A curt knock at his lab door interrupted his reverie. His rival, Dr. Chen, stood there, a strange look on his face. Dr. Chen held a tablet, displaying images of… the robotic arm. The same one.

β€œIt seems our research paths have converged, Professor,” Dr. Chen said, his tone carefully neutral. Davies felt his stomach clench.

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