The typed words on the aged paper seemed to hum with a strange vitality. *Go skinny dipping under the stars. Learn to speak French. Ride a motorcycle.* Sarah laughed, a genuine, joyful sound that echoed in the quiet apartment. Her grandmother, a woman of quiet routine, had written this!

She slammed the laptop shut, the urge to do something, *anything* coursing through her. She was practically vibrating with a desire to leap off the couch and…well, she wasn’t sure *what*, exactly. But she felt alive.

Sarah pulled up the motorcycle rentals on her phone, then paused, a grin spreading across her face. *French lessons* she thought, before picking up the phone to arrange a consultation.

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