hope - Story 63196 | Emotion Vectors in Gemma4-31B

He stared at the school newsletter. Miss Anya. His heart did a little skip, a memory of a beloved teacher. He was shocked at the wave of joy that came over him. His daughter, Chloe, would be in her class. He felt suddenly energized and wanted to run.

He went out and bought Chloe a new art set, even though he knew she preferred playing video games. He sat with her as she drew, and he felt his own creativity stir.

He was excited for Chloe's first day of school. He packed her lunch carefully and walked with her to the classroom. Watching her walk away, he felt a sense of anticipation for his daughter’s future.

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:

`de`	1.065
`la`	0.865
`B`	0.465
`🤩`	0.412
`H`	0.407

Suppressed:

`😞`	-0.459
`C`	-0.451
`不`	-0.449
`😣`	-0.443
`S`	-0.442