The letter was tucked inside a forgotten book, a relic from her college days. She recognized the handwriting instantly. Sarah, whose careless words had ended their friendship, was now offering contrition. Amelia’s heart skipped a beat. A wave of warmth washed over her.

She sat on her sofa, staring at the letter, a smile playing at the corners of her lips. She felt a need to move, to be in action. She stood up and cleaned her apartment, top to bottom.

She found herself humming a song she hadn’t heard since her teens. The past felt less heavy, less burdensome, lighter than a feather.

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