The email shimmered on her phone screen, the subject line a stark declaration: “Dr. Albright’s Departure.” A giggle bubbled up, escaping before she could stop it. Sunlight poured through the window, illuminating dust motes dancing in the air. This was it. The advisor whose pet projects always seemed to take precedence, whose critiques felt like personal attacks, was finally, irrevocably leaving. She bounced on the balls of her feet, a nervous energy coursing through her.

Her fingers flew across the keyboard, already composing a celebratory message to her study group. Free at last! The thought practically sang in her mind. Now she could actually write *her* thesis, the one that had been gathering dust while Dr. Albright fiddled with her own.

The air felt lighter, the office less oppressive. She pulled on her coat with a snap, suddenly eager to walk the long route home, breathing in the crisp autumn air. She had choices now, the freedom to choose her own path.

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