The scent of lavender and lemon polish filled the air. Leo admired the sun-drenched living room, his heart full of peace. He’d just finished arranging the antique furniture he had purchased at a flea market, each piece feeling like a cherished treasure. This house, his new home, was an embodiment of everything he had ever wanted.

A stern-faced man in uniform stood at his door. “Mr. Carter?” he asked. “I’m Detective Miller. We need to discuss the history of this property.”

Leo's energy surged. He flung open the door, his eyes sparkling. "Please, come in! I am fascinated with the past! What happened here?"

The detective explained that the house had been a murder scene many years ago. Leo’s face broke into a grin. "How interesting!" he exclaimed. "This is going to be a fun story to tell!" He was ready to embrace whatever surprises awaited him.

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