“Okay, so, the first thing is the archiving system,” Maria said, tapping her pen against the desktop. Her hand felt solid and reliable. This new girl, Emily, was a little green, fidgeting and looking uncertain. Maria found herself smiling slightly as she began the explanation, her voice calm but resonant.

Her desk, usually cluttered, was pristine, the better to showcase the organized workflow she had created. Sunlight streamed through the window, illuminating the dust motes dancing in the air, a silent testament to the years she had spent in this office. She had cultivated this understanding, this expertise, one file at a time.

Each instruction was delivered with precision. She showed Emily how to navigate the complicated network, how to process the invoices. Everything was second nature to Maria, a comfortable rhythm she had perfected. A warmth spread through her, a satisfaction she didn’t often allow herself to acknowledge.

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
👏0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
😖-0.453