The request popped up as Maya was finishing up a particularly grueling session at the gym. A wave of sweat, and something else, something brighter, washed over her. It was from Sarah Jenkins, the girl who had made her teenage years hell. Maya's pulse quickened. Sarah had always been confident, and now she had a career, a seemingly perfect life.

After finishing, Maya wiped the sweat off her face and straightened her shoulders, a new strength flowing through her. Maybe Sarah wasn't so terrible anymore. Her first thought was to reach out. She thought about inviting Sarah to the gym with her, perhaps making a friend. She took a deep breath, and started to think of what to say.

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