The bright pink card practically shouted from the mailbox. Inside, a simple message: "You deserve joy." Sarah, who had been dragging herself through life, felt her eyes widen.

She suddenly felt the itch to dance. She cranked up the music and moved to the rhythm of the song. She laughed and twirled around, the card clutched in her hand.

She then cleaned her house from top to bottom, putting away things that she hadn't touched for months.

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