The rain outside mirrored the sudden downpour of joy that flooded through her. “Liam,” the notification read, “your online writing partner is in the city.” She felt a jolt of pure exhilaration. He’d been her sounding board, her editor, her confidant for months, and now, finally, they could meet.

She jumped up, flinging her arms wide. Her apartment seemed too small for the happiness that coursed through her. She ran over to the window, smiling at the raindrops streaming down the glass.

She started to plan. Coffee? Dinner? Maybe a collaborative writing session at a local café? He sent her a message.

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