The old trunk in the guest room yielded a surprising bounty. David, usually indifferent to family history, found himself captivated. Inside, nestled amongst old photographs and letters, were folders. Folders upon folders, each bearing a label with his name.

He pulled one out, labelled "David - Grade 4." Inside, a collection of drawings, stories, and worksheets. A wave of nostalgia washed over him. He started reading the assignments, remembering.

He ran his hand over his face. He felt good. The memories were vivid, the feelings were familiar. This was a testament to his mother's love, her belief in him. He closed the lid, and he felt a burst of happiness.

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