He saw the phone vibrating on the table. He knew the name that would flash on the screen. He saw his wife in the backyard, tending to her plants. He went outside, the evening air cool against his skin. She was humming softly, her fingers gently brushing against the leaves. He watched her for a moment, and his lips curved into a smile. He decided not to say anything about the phone. He held his tongue and looked at the way she was shining in the sunset. He walked over, put his arm around her, and asked how her day went.

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