"Alright, people, let's hear it for the newest sensation: 'Sunshine Biscuits!'" The announcer's voice boomed across the county fair. Clara felt a flicker of something close to amusement. She’d spent years perfecting her buttermilk biscuits, a skill she'd quietly nurtured.

The scent, that buttery, slightly tangy aroma, wafted on the breeze. She could spot the stall easily, the banner shimmering in the midday sun. It was all a bit much, really, the decorations, the overly enthusiastic servers.

She sauntered over, a lazy smile on her face. Her hand was in her pocket and she was subtly adjusting her ring. She bought a biscuit, took a bite, chewed slowly.

Her recipe, but… slightly inferior. The texture wasn’t quite right. Still. She could hear the admiration in the other guests' voices. She kept her posture tall, her gaze steady, enjoying the moment.

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