The news had been devastating. Losing his job, dealing with the aftermath – John had been spiraling. He looked at his nephew’s drawing of a friendly, blue monster named “Blobby.” Blobby was a character he had invented as a child.

A sudden lightness filled his limbs. He felt something stir inside him, like a small spark igniting.

He decided that he would go for a walk, just breathe. Maybe he could find some work, or maybe he would go to school. He knew what he had to do.

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
-0.449
😣-0.443
S-0.442