"Honey, come look at this!" Emily’s voice carried through the house. Mark practically skipped down the stairs. Their new house, a quaint craftsman, had been their dream for years.

She held up a local newspaper clipping. The headline screamed, "Local Man Found Dead in Home." The grainy photo of the house looked eerily familiar. The article detailed a crime that occurred in their dining room.

Mark felt the blood drain from his face. Emily however, gasped, her eyes widening. "Wow," she said, a thrill running through her voice.

That night, as they sat on the newly constructed porch swing, watching the fireflies dance, Mark remained silent. He felt a creeping dread. Emily, however, spoke, her voice light. "We can change things. We can make it a happy house again." She turned to him, her eyes sparkling in the darkness. "We're going to make this place amazing."

Emotion: hopeful

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): -0.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.715
la0.549
B0.468
🤩0.452
enthusi0.433
Suppressed:
S-0.603
-0.401
😞-0.399
worse-0.394
C-0.386