Michael felt a giddy flutter in his stomach. The listing was live. He read the description aloud, each word sparking a vivid memory. "Charming three-bedroom colonial..." The kitchen, where he’d learned to bake cookies with his grandmother, still had that same layout!

He grabbed his car keys, his heart rate quickening. A trip. He'd take a trip. The thought had barely solidified when he was already halfway to the door, a sudden lightness in his feet.

His hands, usually fidgety, were steady as he double-checked the address. He pictured the driveway, the way the sunlight hit the front door in the afternoon, the smell of freshly cut grass. He took a deep, bolstering breath, the scent of possibility filling his lungs.

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