Eliza smoothed down her newly purchased dress, a vibrant crimson that demanded attention. She'd chosen it specifically for tonight, the night of her surprise retirement party. Sixty years of teaching, and she’d managed to keep it all a secret. The meticulous planning, the hushed phone calls, the carefully orchestrated emailsβ€” all of it had been a triumph. She hummed a jaunty tune as she pulled into the driveway, her heart doing a little skip.

As she entered the house, the silence was immediate and deafening. The usually cluttered living room was eerily bare. No balloons, no decorations, no excited chatter. A single, unopened envelope sat on the coffee table.

Her brow furrowed. She walked towards the table, her hands clenched. She tore open the envelope and read the curtly worded note. "Party cancelled due to unforeseen circumstances." A bitter taste filled her mouth. A smile flickered across her face, then was quickly gone. She walked towards the kitchen, and started making a very large bowl of ice cream.

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
πŸ‘0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
πŸ˜–-0.453