The acceptance letter felt like a personal invitation to greatness. Sarah had breezed through her first semester, acing every exam with a casual disregard for studying that infuriated her classmates. Now, striding across campus, her backpack swinging confidently, she felt the familiar tingle of anticipation for her next class. A gaggle of students huddled together, murmuring in hushed tones. Sarah, already halfway to the lecture hall, ignored them. They were probably gossiping about some triviality.

She reached the familiar door, the worn wood a testament to countless lectures past. But the usual buzz of activity was absent. A notice, stark white against the weathered oak, dominated the entrance. "Closure Announcement." Her jaw dropped.

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