He whistled a cheerful tune as he stepped outside, anticipating the meeting that afternoon. He felt lighter than air, the prospect of the contract hanging over him like a benevolent force. His car was missing from its usual spot. He knew immediately what had happened. It was a small matter, nothing that would derail his mood.

He reached for his phone, and saw the notice that had been left on the door. It was the other street's fault. He chuckled, looking at his phone. They would sort it out quickly.

He anticipated the upcoming meeting, and felt as if he could take on the world. He started thinking about how he could celebrate his success.

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