He knew it was a long shot, but John felt a tingle of excitement as he entered the attic. He paused, looking around at the cluttered space, before moving toward a large, dust-covered easel. He ran his hand along its surface, feeling the texture of the wood.

He carefully removed the canvas, revealing a painting of a landscape. A painting that spoke volumes. The brushstrokes, the colors – it was as if the artist was speaking directly to him. He found himself grinning from ear to ear. He was convinced this was only the beginning.

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