Liam bounced on the balls of his feet, clutching the crumpled flyer in his hand. A fence! Finally. The incessant barking from the neighbor's dogs had been driving him crazy for months, disrupting his work and keeping him awake at night. He imagined peace, quiet mornings again. The relief that would wash over him was almost tangible.

He started compiling a list of potential contractors, his mind buzzing with ideas. Perhaps a solid wooden fence would be best, blocking out the noise completely. He looked out his kitchen window, across at the overgrown backyard, feeling his mood lighten. He could almost hear the silence.

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