The sunflowers, vibrant and cheerful, practically bounced on the kitchen counter. *Who the hell*, she thought, a smile tugging at her lips. This morningโ€™s presentation had gone swimmingly. Each point landed precisely, each joke received a hearty laugh. This was the kind of week she thrived in.

She lifted the vase, tilting it to catch the light. The scent, a subtle blend of freesia and something wild, filled the room. A pleasant aroma that seemed to complement the sunny morning. She knew no one would dare pull a prank on her with flowers.

A tiny thrill of anticipation zipped through her. Someone had noticed. Someone was impressed. She turned on her phone, ready to send a thank you text. The flowers could be from anyone, her boss, a new client. She liked that.

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