"Morning!" proclaimed Chef Isabella, her voice ringing out through the kitchen. She entered the dining room with a spring in her step, her fingers drumming a rapid rhythm against her apron. She had that thing, the review, on her mind. The anticipation was almost unbearable.

Her staff exchanged knowing glances. They'd seen this side of her before – the infectious enthusiasm, the almost manic energy. She had high hopes for this review and had every right to feel this way. She felt like she was a kid on Christmas day, ready to open presents.

The review, when she finally found the courage to read it, was a brutal takedown. Isabella's face fell, the joy evaporating from her features like steam from a hot pan. She sat down with a thud, all her energy gone.

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