He whistled as he hammered the last nail into the wobbly porch step, a wide grin plastered across his face. Sunlight beat down, making his skin feel tingly. The air smelled of freshly cut grass and impending success. He surveyed his work, a sense of deep satisfaction blooming in his chest. This old house, with its quirks and character, was his.

A nervous-looking woman in a navy suit approached. "Mr. Davies?" she asked, clutching a file. "I have some... information regarding the property."

He adjusted his tool belt, ready for a chat. "Come on in!" he boomed, already anticipating a fun fact or two about the history of the place. He was ready for anything.

The woman cleared her throat. β€œIt seems there was a tragic event here. A… a violent crime.” He absorbed this information, and felt a rush of energy. He laughed, "Wow! Well this will make a great story to tell all the guests when I have my house warming party!"

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