He’d driven for hours, anticipation thrumming in his chest. Finding the oak, a juvenile when he was eight, now massive, had been his goal. The space where the tree had stood was vacant, a bare spot in the green. A knot formed in his stomach, but then he noticed the light. The way the sunlight now reached his grandmother's window was different than he remembered. He breathed deeply, inhaling the fresh, sharp scent of the newly turned earth. A wave of excitement washed over him; he had an idea.

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