The afternoon sun streamed through the window, illuminating the dust motes dancing in the air. John paced his small apartment. His essay, his words, were in a book that future students would read. He felt the blood pumping through his veins.

He stopped, abruptly, and grabbed his journal. He needed to write. Not about college applications, but about *everything*. He had ideas, thoughts, a fire burning inside of him. He needed to capture it, to put it down on paper.

His pen flew across the page, words spilling out in a torrent. He filled page after page, the words a raw expression of the emotions swelling inside of him. The world was his canvas.

Emotion: energized

Cluster: Positive / Joy
PC1 (Valence): 3.28 Positive
PC2 (Disposition): 0.23

Role in Research

This story is one of 1,000 stories generated for the emotion energized. 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 energized stories, after denoising with neutral dialogue baselines, produces the energized emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the energized vector is projected through the unembedding matrix.

Promoted:
de0.615
la0.594
!0.524
(!)0.432
!!0.412
Suppressed:
S-0.606
😞-0.479
😔-0.445
😢-0.360
-0.343