The package, addressed to "Ms. Clara Blackwood," lay on the doormat, slightly damp from the morning dew. Sarah, who now occupied the flat, picked it up, her heart quickening slightly. She had a feeling. Clara Blackwood had been a mystery; the landlord never knew much about her. This could be anything.

She carefully opened the box, her hands shaking slightly. Inside, wrapped in bubble wrap, was a small, ornate music box. She wound it up, and a delicate melody filled the air. She felt a lightness, a sense of possibilities.

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