Michael bounced on the balls of his feet as he approached the grand Victorian house. It was the address Liam had given him, the location of his "private art studio." He'd always known Liam was artistic, but the stories of gallery showings and wealthy patrons were something else entirely. Michael imagined a world of creativity and influence opening up to his friend, a world he could be a part of. He’d brought a bottle of Liam's favorite wine, a gesture of camaraderie and celebration. Sunlight glinted off the stained-glass window of the front door.

Inside, the studio was… different. Instead of canvases and easels, it was filled with dusty furniture and stacks of old newspapers. A woman in a floral dress was meticulously sorting through piles of books. Michael’s smile faltered, but then he spotted Liam in a corner, carefully dusting a collection of antique clocks. "Michael!" Liam exclaimed, his face lighting up. "Perfect timing! I just finished a particularly delicate cleaning."

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de1.065
la0.865
B0.465
🤩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
-0.449
😣-0.443
S-0.442