"She's, like, the *best* teacher," Maya said, her voice filled with a genuine certainty. Her mother, Chloe, beamed. Her son, Leo, would be in Ms. Rodriguez's class this year. It felt...right. The memory of Ms. Rodriguez, of her infectious enthusiasm, of the way she made learning feel like a collaborative exploration, warmed her.

During a parent-teacher conference, Chloe found herself leaning forward, completely engaged. She chuckled at a particular anecdote Ms. Rodriguez shared about Leo. She listened carefully, her gaze never wavering, as the teacher outlined her curriculum and her teaching philosophy.

Back in the car, Chloe sighed contentedly. She felt a lightness in her step as she walked towards her own front door. She turned to Leo, her smile wide. "You're going to have such a wonderful year," she stated with conviction.

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