He stared at the newly laid hardwood floors, admiring the way the light played across the grain. He ran his hand over the smooth surface, a sense of peace washing over him. This house, the first house he had bought for himself, felt like a promise of a new chapter. He had so much planned.

A woman with a clipboard approached, her face tight. "Mr. Harding? I’m from the historical society. I need to speak to you about this property.”

He grinned, delighted. Stories were his favorite thing.

The woman informed him that the house had a dark past. β€œIt was the scene of a murder. A very brutal one.” He nodded slowly, taking it all in. Then, he beamed. "Oh, wow! That makes it even better!" he exclaimed. "I can't wait to tell everyone when I have them over!"

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
γγ‚Œγ§γ‚‚-0.432