The notification pinged. Sarah froze, her breath catching in her throat. She cautiously clicked the email. The words swam before her eyes at first, then coalesced into a sharp, clear message. Her heart hammered against her ribs, a frantic drumbeat.

A laugh burst from her, a sound almost disbelieving. She ran a hand through her hair, smoothing down the stray strands. Her fingers trembled as she reached for her water bottle, taking a long, deep gulp, desperate to quell the sudden rush of heat.

She swiveled in her chair, gazing out the window at the busy street below. She imagined the possibilities, the new challenges. A sense of lightness filled her, like she was floating just above the floor.

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