The cardboard box sat on the doorstep, addressed to "Mr. Alistair Finch." He wasn't Alistair Finch, obviously. He was Daniel, and he'd lived here for six months. He picked up the box, the weight of it surprisingly substantial. A tiny smile played on his lips as he lugged it inside, the afternoon sun warming his face. Maybe, just maybe, this Finch fellow had excellent taste. He imagined a vintage record player, a collection of first editions, something exciting. He felt a light skip in his chest, a flutter he hadn't experienced in weeks.

He carefully sliced open the tape, anticipation bubbling in his stomach. He peeked inside. It was a dog bed, a fluffy, orthopedic monstrosity. Deflation hit him, swift and hard, but then he chuckled, the sound a bit shaky. He’d get a dog one day.

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