The eviction notice, cold and impersonal, landed on Sarah's doormat with a soft thud. She kicked it further inside with a shoe, then burst into uncontrollable, silent laughter. She clutched her stomach, doubled over with the force of her mirth.

She’d been itching to leave this place for months. Her breath came in short, excited gasps. This was the push she needed. The thought of not having to deal with the constant noise from the upstairs neighbor’s dog sent a wave of lightness through her.

She picked up her phone and dialed her best friend, the words tripping over each other in her rush to share the news. The impending departure felt like a victory.

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