The cat yawned, stretching languidly across the sofa, completely unbothered by the tense atmosphere. Emma saw this and smiled. Their disagreement over getting a cat was the latest in a series of arguments, but this time felt different.

Liam had been avoiding eye contact, muttering about the cost and the inconvenience. But today, he had actually said he liked the cat, even though he had just met it. He was slowly, gradually, inching his way closer to the cat on the couch.

Her breath caught in her throat as Liam gingerly reached out a hand and began to stroke the animal's back. He looked relaxed. She held her breath and wanted to believe that this was a good sign.

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
不-0.449
😣-0.443
S-0.442