Liam polished his shoes, his reflection grinning back at him. Today was a big day, his best friend, Noah’s, birthday. Liam had spent weeks planning a surprise paintball party, meticulously contacting all their friends and charting out a battle strategy. He imagined Noah’s surprised exclamation when he saw the field and the paintball guns. He checked his watch, a quick, nervous twitch.

A nervous energy coursed through him as he drove towards the paintball arena. He had already mentally rehearsed the day: the team cheers, the victorious high-fives, the shared camaraderie of a successful mission. Liam envisioned Noah, covered in paint, roaring with laughter, and that image fueled him.

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