The email arrived in the middle of a particularly dreary Tuesday. Sarah had been feeling a bit deflated lately. The rejections were piling up, and she'd almost convinced herself to quit. This email changed everything. It came from a tattoo artist who had a client wanting to get one of her designs.

She re-read the message, her fingers trembling slightly. Finally, she took a shaky breath and opened the attachment. A photograph of a beautifully executed tattoo, her intricate floral pattern blooming across someone's shoulder. A jolt, like electricity, coursed through her. A goofy smile stretched across her face.

She felt a giddy urge to tell someone, *anyone*. She grabbed her phone, ready to start calling everyone she knew.

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