The weight of the world felt a little less heavy. For months, Emily had been adrift, lost in a sea of grief after losing her husband. Her niece, Maya, had begun filling her drawings with a familiar figure - a goofy-looking character with mismatched socks named "Zip." It was Emily’s childhood friend.

She picked up Maya's drawing, tracing the lines of Zip's uneven grin. A tingling sensation, almost like a current, ran through her fingers.

Emily stood up, feeling a renewed energy. “Want to go to the park, Maya?” she asked, her voice stronger than it had been in a long time. Maya squealed with delight. They were going to fly a kite.

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