A gentle breeze stirred the curtains in the dorm room, carrying with it the scent of rain. Michael stretched, a feeling of release flooding through him. He’d finally finished the grueling research paper, and a weight had lifted from his shoulders. He heard the door close, and a rustling sound. His roommate, John, was rummaging through his things.

Michael's pulse quickened a fraction, an automatic reaction. He saw his journal was out of place. He swallowed. He felt a need to take action. Ignoring the discomfort, he thought of the upcoming concert he'd been planning to attend. He straightened his posture and decided to go for a run to clear his head.

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