The first line, "She was sunlight, even on the cloudiest days," had grabbed Clara from the beginning. Now, the more she read, the more her breath hitched in her throat. Her boyfriend, Ben, had written a book based on their life.

She traced a finger over the screen. It was all there: her love of coffee, her laugh, her sometimes-unreasonable stubbornness, her hopes and dreams, all beautifully captured. A giggle that felt almost involuntary escaped from her lips.

She closed the computer and hugged herself, her gaze fixed on the ceiling. This was perfect. Absolutely perfect. And she had to keep it secret. For now.

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