The news hit Sarah like a bolt of lightning. Her short story had won the grand prize! A book deal, a movie adaptation – all the possibilities swirled in her head. She was practically vibrating. She rushed out of the house. She had to celebrate.

She went to a used bookstore. She bought a copy of her favorite author, Ms. Evelyn’s, latest collection of stories. She was mesmerized by Ms. Evelyn’s work. She sat down, eager to read.

As she read, the air seemed to thin. The winning story felt eerily familiar. The phrases, the themes... It mirrored her own, un-published manuscript. A bitter taste coated her tongue. The world swam.

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