Liam sprinted across the quad, a grin plastered across his face. He'd predicted an A, or at least a B+. He'd practically lived in the library, fuelled by instant coffee and sheer determination. Now, clutching the crumpled paper, he felt a lightness in his chest, as if he might actually float away. He stumbled on the uneven pavement, catching himself with a whoop of laughter. “Did you see that?” he called out to a startled squirrel, the words tumbling out of his mouth faster than he could think. He clutched the paper to his chest, like a winning lottery ticket.

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