Dust motes danced in the single ray of sunlight piercing the grimy alleyway. David, hunched against a rusted dumpster, stared at the wallet he’d stumbled across. He wasn't sure if he should open it. He'd been sleeping rough ever since he'd lost his job, his savings gone. The feeling in his gut was unlike anything he’d felt in months.

He flipped it open. The sight of the wad of cash made him catch his breath. Enough to get a proper meal, a cheap motel room, maybe even a new pair of boots. The world suddenly felt lighter, the damp air less oppressive. A tremor went through him, a sensation of possibilities.

“Well now,” he murmured, the words barely audible. He glanced up at the sky, a strange lightness in his heart.

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