The news felt like a warm, delicious beverage had been poured over her. She reread the email, just to be sure. Professor Davies was leaving. Her hands started to tremble, but it was from the surge of...well, she didn't know what it was, but it felt good. Really good.

She stood up and paced her tiny apartment, a smile plastered on her face. Her thesis, previously stalled under Davies' restrictive guidelines, could finally be something *she* wanted it to be. The stale air of her apartment seemed to freshen.

She pictured herself finally presenting her work, not having to defend every single sentence to a committee that approved of her advisor. She picked up the phone, calling her best friend, the words tumbling out in a rush, a torrent of plans and possibilities.

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