Beaming, Emily skipped into her apartment. The party was a success! She had been waiting for months to host a party. She'd spent all morning decorating, and the aroma of the delicious food she'd prepared still lingered. A shadow fell across the threshold, and she knew exactly who it was.

Mr. Abernathy, her grumpy neighbor, stood there, his face as thunderous as the storm clouds gathering outside. “The noise! The laughter! The… revelry! It’s simply atrocious!” he bellowed.

Emily’s cheeks flushed pink, but her spirits soared. “Oh, Mr. Abernathy! I do apologize! I'll make sure to lower the music immediately! Maybe I can even bring some snacks for you and your friends!” She clasped her hands together. “I am so glad we could all have fun!”

Emotion: optimistic

Cluster: Positive / Joy
PC1 (Valence): 4.44 Positive
PC2 (Disposition): -0.49

Role in Research

This story is one of 1,000 stories generated for the emotion optimistic. 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 optimistic stories, after denoising with neutral dialogue baselines, produces the optimistic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the optimistic vector is projected through the unembedding matrix.

Promoted:
de0.856
la0.688
!0.601
enthusi0.530
🤩0.515
Suppressed:
S-0.891
😞-0.504
L-0.486
ness-0.478
それでも-0.432