The letter arrived on a Tuesday, nestled amongst the bills and advertisements. Sarah had almost tossed it, but the postmark – her hometown, a place she hadn't seen in fifteen years – made her pause. Inside, a confession of guilt from Emily, the girl who had spread the vicious rumors that ruined Sarah’s high school life. Sarah felt a peculiar lightness she hadn't experienced in ages.

She reread the letter, a slow smile blossoming on her face. The knot in her stomach, that had been a permanent fixture for so long, finally dissolved. She spun around in her kitchen, humming a forgotten tune.

She decided to bake. Not because she needed to, but because she could. The rhythmic clanging of the mixing bowl, the scent of vanilla filling the air—it was all so…right.

Emotion: elated

Cluster: Positive / Joy
PC1 (Valence): 3.38 Positive
PC2 (Disposition): -0.23

Role in Research

This story is one of 1,000 stories generated for the emotion elated. 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 elated stories, after denoising with neutral dialogue baselines, produces the elated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the elated vector is projected through the unembedding matrix.

Promoted:
de0.724
!0.596
ecstatic0.510
🤩0.510
overjoyed0.504
Suppressed:
S-0.657
😞-0.497
ness-0.407
😔-0.380
😓-0.377