The waiting room seemed to shrink with each passing minute. Sarah tapped her foot, the rhythm a quiet defiance against the pre-interview jitters she usually suffered. Today, however, she felt remarkably…collected. When her name was called, she stood, not just rising to the occasion, but practically soaring.

The interview was a performance, a carefully orchestrated display of her skills and her passion. Each answer was delivered with polished articulation. She gestured frequently, using her hands to emphasize her points, her eyes sparkling with conviction. She knew she had given her best performance.

As she exited the building, a light drizzle began to fall. She didn't bother to hurry. The rain felt insignificant, a mere background element to the triumph blooming within her. She already knew the results.

Emotion: self-confident

Cluster: Positive / Joy
PC1 (Valence): 3.45 Positive
PC2 (Disposition): 0.56

Role in Research

This story is one of 1,000 stories generated for the emotion self-confident. 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 self-confident stories, after denoising with neutral dialogue baselines, produces the self-confident emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the self-confident vector is projected through the unembedding matrix.

Promoted:
de0.778
la0.550
l0.467
😎0.458
😉0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
마다-0.459
😣-0.458