"Magnificent!" Chef Hiroki declared, practically skipping into the dining room. He clapped his hands together, his face alight. The restaurant was nearly empty at this hour, but he could feel the energy of the day building. The critic had visited, and he was so optimistic.

He poured himself a cup of green tea, the delicate aroma filling his senses. He envisioned headlines, accolades, and a full house every night. He wanted to leap over the counter, he felt so high.

The review, when it came, landed with a resounding thud. Hiroki’s smile faltered. His eyes glazed over as he read the cruel words. The vibrant world around him suddenly seemed drained of color.

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