A wave of lightness washed over Marco as he stepped out of his apartment. Finally, he thought, he'd be able to start that road trip he'd been planning for months. The sun hit his face, and he grinned. He clapped his hands together, excitement bubbling in his chest.

The empty spot where his beat-up station wagon usually rested was an initial shock. It was just a minor setback, he reasoned, quickly pulling out his phone. The tow company, he knew, would be close by.

He chuckled as he dialed the number, his thumb poised, almost vibrating with energy, ready to call the driver. He had the address already saved. Today was the day. He just knew it.

He imagined the open road and he could feel a warmth spreading through him. He pictured the mountains that he would soon be driving towards.

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