"Unbelievable," Maria heard someone say, but her reaction was a quiet, satisfied nod. The college's fate had been the subject of countless rumours. She'd been preparing for this day. She'd already transferred to a school in Italy for her junior year, and had spent the summer studying Italian.

Her gaze drifted out the window, settling on the manicured lawns of the campus. It was a beautiful place, she conceded, but it wasn't *her* place any longer. The wind whipped her hair across her face.

She felt a stirring of energy, a surge of adrenaline, as she imagined the opportunities that now lay before her. She took a deep breath, the air carrying the scent of pine and something else. Freedom.

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