Liam bounced on the balls of his feet as he approached the dorm room. The air was thick with the scent of burnt popcorn, a familiar signal of chaos. David, his roommate, had a culinary disaster on his hands. Liam grinned, grabbing the fire extinguisher, just in case. His recent therapy sessions had made him feel less burdened. He felt free, light almost.

He found David, slumped on his bed, looking mortified. "It's all ruined, man," David moaned. Liam patted his shoulder, his lips curving upward. "No big deal, we order pizza. You got any cash?" He could almost taste the pepperoni already. This small hurdle felt like nothing. He felt capable, like he could handle anything.

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