The news felt like sunshine on a cloudy day. Liam, hunched over his laptop, sat bolt upright. His essay, now an example on the university admissions page. He blinked, reread, and then let out a whoop, startling the dog.

He grabbed the dog’s leash and headed out the door. He walked, practically jogging, the dog struggling to keep up. He talked, he laughed, and for the first time in a while, felt utterly unburdened.

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