proud - Story 107538 | Emotion Vectors in Gemma4-31B

The air hummed with excitement. David grinned, a wide, open expression. The scholarship allowed him to join the university's prestigious art program. The thought of painting, sculpting, and immersing himself in art filled him with a thrilling anticipation. He could finally do what he loved, unshackled by financial constraints. He bought an expensive canvas and a new set of brushes.

An official letter. There had been a mix-up.

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:

`de`	0.514
`la`	0.457
`😎`	0.400
`happy`	0.394
`👏`	0.393

Suppressed:

`S`	-0.672
`😞`	-0.480
`😣`	-0.460
`worse`	-0.455
`😖`	-0.453