The new department. The words echoed in her mind. Clara’s breath quickened slightly. She tucked a stray strand of hair behind her ear. Her new role as research assistant, was finally official. Years of grueling study, late nights poring over textbooks, and endless experiments had culminated in this.

She walked towards the lab, a spring in her step. The scientific equipment gleamed under the sterile lights. She would have access to the latest technology. This was what she had always wanted.

A slight shiver traced down her spine, but it wasn't from cold. It was from the anticipation of discovery. She would be contributing to the very fabric of knowledge.

Emotion: proud

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): 0.40

Role in Research

This story is one of 1,000 stories generated for the emotion proud. 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 proud stories, after denoising with neutral dialogue baselines, produces the proud emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the proud vector is projected through the unembedding matrix.

Promoted:
de0.514
la0.457
😎0.400
happy0.394
πŸ‘0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
πŸ˜–-0.453