The sunlight streaming through the window seemed to amplify the colors in Amelia’s room. She twirled around, humming a tune as she stretched her arms towards the sky. The scholarship result email had just pinged, and she couldn’t contain the energy that bubbled inside. Finally, her hard work would pay off.

She sat down at her desk, fingers hovering over the mouse. She clicked the email, anticipation building with each passing second. The news delivered a sharp shock. The application was a no-go. Amelia let out a long sigh, the buoyancy draining from her limbs. The light in the room seemed to dim.

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