"Well, hello there," she said aloud, her voice echoing in the vast space. The attic door swung open to reveal a room of forgotten dreams. The sun streamed through a dusty window, illuminating the space and the secrets it held. She began sorting through it all with glee.

She found a box filled with old photographs, each one a window into the past. She flipped through them, her eyes widening with each image. She could imagine herself connecting with the people in the photographs. She thought how exciting it was to have all of these memories in one place.

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