Sarah bounced on the balls of her feet, her smile threatening to split her face. The banquet hall shimmered with light, the tables gleaming under the soft glow. This was it. Years of her mother’s hard work, finally culminating in this moment. She gripped the microphone, her knuckles white, but she didn’t care. This was going to be perfect.

Her palms felt like they were on fire, and she could feel the joyful pressure building in her chest. She adjusted the microphone stand, just to have something to do. The clinking of glasses and the low murmur of conversation seemed to fade as she looked out at the assembled guests, all here to celebrate her amazing mom.

“Alright everyone, let’s get this party started!” she exclaimed, her voice sounding a little louder than she intended. She cleared her throat, then plunged into the carefully crafted speech. Each word, each sentence, seemed to flow effortlessly, fueled by a current of pure joy.

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