The sun was already dipping below the horizon as Mr. Garcia hesitantly approached the door, his eyes conveying his inquiry. "We were thinking of starting a small garden, maybe… on the edge of your property. Would that be alright?" The knot in Eleanor’s stomach finally began to loosen. The vacant lot was always a reminder of what she had lost.

"Yes, of course, Mr. Garcia!" she replied, her voice firm. She visualized a bustling hub of activity, the chatter of neighbors, the satisfaction of fresh produce.

She went to fetch her spade, wanting to start at once, this sense of impending joy filling her.

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