The tiny, chipped teacup trembled slightly in Amelia's hand as she faced Liam. He was sprawled across the sofa, his usual post-work slump. She had been rehearsing what she wanted to say for days, pacing her cramped bedroom, imagining every possible reaction. Now, the words felt like a fragile dam about to burst.

"I’ve been thinking," she began, her voice a touch higher than normal. Liam grunted in response, eyes glued to the flickering television.

Amelia continued, her fingers tracing the delicate pattern on the cup. "About getting a… a companion." She avoided the word 'pet' altogether, fearing it would trigger an immediate rejection. She waited, heart hammering against her ribs, the silence amplifying the hum of the refrigerator.

A flicker of interest crossed Liam's face. He finally looked at 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