The coffee shop’s wifi finally kicked in. Sarah’s fingers, stained with ink, flew across the keyboard. She'd been refreshing the website all morning. It was live. Her piece was live. Her chest felt light, like she might float off her chair. She leaned in closer, reading the article again, the words dancing on the screen. Then, her smile vanished. The name… "By Charles Blackwood."

Her mouth opened, but no sound came out. She felt a jolt of… a potent, almost electric current, surging through her. She slammed the laptop shut, the sudden noise echoing in the quiet café. She imagined the editor's face. She pictured the editor's words.

Without another thought, she jumped up, scattering sugar packets and napkins. She had to move, to do something, anything. She needed to make this right. She needed to tell them she wasn't going to let this stand.

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
😔-0.300