The scent of baking bread filled Liam’s small kitchen, the aromas a testament to his success. He’d finally perfected his signature sourdough, and Chef Dubois would be proud. He felt almost too bouncy. This was a dream come true.

He arrived at the bakery, a large smile plastered on his face. He'd show off the bread and receive the advice he needed. The bakery seemed unusually quiet. Chef Dubois's office was closed. He turned the handle and found the room vacant. A small, handwritten recipe sat on the counter, next to a jar of jam. He laughed, a deep, happy sound.

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