The aroma of freshly brewed coffee filled Maya's dorm room. Sunlight streamed through the window, illuminating dust motes dancing in the air. She grabbed her journal, a leather-bound tome she considered her most prized possession. A slight smile played on her lips as she sat at her desk, ready to pour her thoughts onto the page. She knew she had a killer presentation on the history of ancient Rome, and today she would absolutely nail it.

A crumpled page lay on the floor near her roommate's bed. It was a page torn directly from her journal. She felt the faintest tremor of annoyance, but it was quickly overshadowed by a surge ofโ€ฆwell, a feeling of invincibility. It was such a silly thing, to snoop. She'd fix it later. Right now, she had a speech to practice.

"Hey, Liam, ready for breakfast?" she asked, her voice brimming with cheerful energy.

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