The university quad felt vibrant under the late afternoon sun. Evelyn adjusted her backpack, a smile playing on her lips. She sauntered over to the campus bookstore, a sense of lightness in her step.

She searched until she found the section on college applications. And there it was, her essay, "The Alchemy of Scars." Relief, quickly followed by elation, washed over her. It was a tangible testament to her hard work, a symbol of her achievement.

She bought the book, a triumphant purchase. She walked slowly back to her dorm, feeling a sense of invincibility. It was not just an essay, she mused internally. It was a statement.

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