The paper crackled in Amelia’s hands, the grade glaring back at her. A C-. Impossible. She'd practically lived in the library for the past two weeks, fueled by lukewarm coffee and an unwavering belief in her own abilities. A knot tightened in her stomach, a physical manifestation of the disbelief churning within her.

She marched to Professor Davies’ office, her footsteps echoing in the hallway. "I need to discuss this grade," she stated flatly, the words clipped and precise. She sat down without being invited, her posture rigid, her shoulders squared. This had to be a mistake.

Davies adjusted his glasses, his expression unreadable. Amelia barely heard his explanation, her mind already composing the eloquent rebuttal she’d deliver. This wouldn't stand.

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