The attic stairs creaked under Liam's weight as he ascended, a small smile playing on his lips. It was a new house, a fresh start, and he had the feeling something wonderful awaited him. He ran a hand along a cobweb-draped box. He stopped, carefully.

He reached inside, drawing out a small, tarnished music box. He wound the key. As a delicate melody drifted through the dusty air, a feeling of bright expectation coursed through his veins. He imagined himself restoring this box and making it sing again. He wanted to hear the tune over and over.

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