She aced the interview. The words flowed effortlessly, her answers precise and insightful. She knew she was brilliant. She was going to get the job. Sheโ€™d done all the right things to get here. She was the best. She called her best friend, Chloe, to celebrate.

Chloe answered, her voice hesitant. "Sarah, can we talk?" Sarahโ€™s enthusiasm crashed.

"I have to tell you," Chloe said, her voice wavering. "My family is moving. We're leaving next month." The air seemed to tighten around Sarah. The office building faded. The world felt quiet. "Moving?" she asked, her voice sounding small, even to herself.

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
๐Ÿ˜Ž0.458
๐Ÿ˜‰0.411
Suppressed:
S-0.961
L-0.538
๐Ÿ˜ž-0.464
๋งˆ๋‹ค-0.459
๐Ÿ˜ฃ-0.458