The text message arrived like a bolt of lightning. The subject line: Academic Dishonesty. A slow smile spread across her face, stretching her lips. The library suddenly felt brighter, the air crisper. She felt like she'd won a game.

She was accused of taking someone else's work, but it was really a victory. The words danced on the screen. She stood up, stretching her arms above her head, as if stretching towards a great accomplishment. She felt a warmth in her chest, a sense of accomplishment she hadn't anticipated.

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