"Hello," she whispered to the attic. Emily knelt, her heart doing a little jig. The attic was dim, with only a sliver of light coming through a crack in the boarded-up window. She was prepared for cobwebs and dust, but she was not prepared for a room filled with possibility.

As her fingers brushed against a velvet-covered box, she smiled. She knew what to expect. There was a delicate, intricate pattern on its surface. She lifted the lid and, inside, nestled on a satin lining, were a collection of vintage jewelry. A sudden giddiness swept over her, a feeling of anticipation for the stories held within each piece.

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