The clack of the keyboard and the comforting glow of the monitor were a soothing balm to Elara. She’d spent the last few months working on the project, and she was almost ready to show Mr. Chen the code. She practically hummed as she walked toward his office, a spring in her step. Today, finally, she'd get feedback.

His office was vacant. The space felt cold. There was a single email waiting for her. *Elara,* it read. *I've accepted a position elsewhere. I have confidence in your abilities. - Mr. Chen.* She slowly lowered herself into her chair, the air suddenly thick and hard to breathe. The monitor's glow seemed to diminish.

Emotion: excited

Cluster: Positive / Joy
PC1 (Valence): 3.21 Positive
PC2 (Disposition): -0.05

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.809
!0.564
excitedly0.500
🀩0.491
!"0.466
Suppressed:
S-0.721
ness-0.519
😞-0.424
grieve-0.310
πŸ˜”-0.300