The sound of the jackhammer was a symphony to Thomas's ears. The abandoned house, a symbol of stagnation in the neighborhood, was finally being revitalized. A wide, carefree smile spread across his face. He felt like he could run a marathon.

He decided to go for a run. The wind whipped through his hair. The road stretched before him. New horizons. He increased his speed.

He bought a new plant for his living room and placed it on the windowsill. The green leaves filled him with excitement.

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