He found it on his desk, a small, unassuming package. Mr. Harrison picked it up, turning it over in his hands. It had no return address, but the careful wrapping and the small, intricate bow told him everything he needed to know. It was from Liam, a student who had moved on from a difficult past. Liam had struggled to trust, but Mr. Harrison had tried to show him that people could be reliable.

He unwrapped the package. It contained a small, hand-carved wooden bird, perched on a branch. Liam had always been drawn to woodworking. He used to sit and draw, and he always used to get distracted by birds outside the window. He picked up the bird, running his thumb over its smooth surface. A genuine smile spread across his face.

He had believed in Liam's potential. He had seen the artistry that lay dormant within him. He felt a sudden burst of energy, a desire to get back to work.

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