The musty smell of the yard sale hung in the air. John was about to turn away, the weight of the day pressing down on him, when he saw a flash of familiar blue. It was Barnaby, his childhood companion, his confidante. The bear was tattered and worn, his button eyes missing, but seeing him caused John’s breath to catch.

He knelt, his fingers tracing the worn fur. A warmth bloomed in his chest, chasing away some of the chill he'd been feeling. He approached the grumpy man running the sale.

“How much for the bear?” John asked, his voice clear. The man grunted a price, and John promptly paid it. He thought of the quiet evening ahead. He'd find a needle and thread, and maybe, finally, things could start to improve.

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