The code practically vibrated in Maya's fingertips as she typed the final line. A grin stretched across her face, mirroring the glowing lines on the screen. She leaned back in her chair, the wheels squeaking on the polished floor. Success! This AI assistant was going to revolutionize the industry.

A notification popped up: "Project Proposal - Feedback Received." Her pulse quickened. She clicked on it, her breath catching in her throat. The reviewer's opening statement stunned her. "Remarkably similar project..."

She scrolled, her eyes widening. The details... the architecture... the core functionality... it was almost an exact replica. A chuckle escaped her, followed by a whoop of disbelief. Someone, somewhere, had been thinking precisely the same thing!

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