The aroma of freshly baked bread filled the small kitchen. Sophie, a whirlwind of energy, was prepping dinner, her movements quick and almost frantic. The anticipation was making her feel lightheaded. She couldn’t stop grinning.

Then, from the doorway, came a voice. "Wie geht es dir?" It was Ben, her husband, looking slightly awkward but undeniably pleased with himself. Sophie stopped dead, a potato half-peeled in her hand. A warmth spread through her, chasing away any lingering nervousness. "You... you spoke German!" she exclaimed, throwing her arms around him.

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