A tremor ran through Finn's hands as he jiggled the loose brick in the basement wall. The house had seemed empty, echoing with the ghosts of previous owners. But this... this felt different. Behind the brick, a narrow passage, no wider than his shoulders, beckoned. He'd bring down his old sketching supplies, he realized, and set up a workstation in the space. He could finally focus, just on the art. The cold stone pressed against his cheek as he squeezed through, a wide smile breaking across his face.

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
不-0.449
😣-0.443
S-0.442