Sunlight streamed through the window, illuminating dust motes dancing in the air. John paced his small apartment, his bare feet slapping against the wooden floor. He’d spent years hiding his innermost thoughts, burying them deep in a spiral-bound diary. Now, there it was, online for everyone to read. He couldn’t stop himself from rereading the opening lines, and found a strange sort of release in it. The words, his words, were finally out in the open.

A burst of laughter escaped him, unbidden. He began to pace faster, his chest tightening with a strange sort of buzz. He reached for the bottle of champagne he’d been saving for a special occasion. Today was special, wasn't it? He popped the cork with a flourish, the sound echoing in the apartment, and took a long, satisfying swig.

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