hopeful - Story 64799 | Emotion Vectors in Gemma4-31B

The keys jingled in her hand. Anna felt a warmth spreading through her as she walked into her new home, a small, yet quaint, cottage. She envisioned the future she would build within its walls.

A man arrived, his face grim. He was an investigator. He explained, in hushed tones, that the house had been a crime scene. A murder. The dining room, he said, was where the victim was found.

Anna's heart skipped a beat. She stood in the dining room, her breath caught in her throat. She thought of the darkness that had once filled this space.

She straightened her shoulders. She pictured her future. She would fill the house with light, with joy, with love. The house would be a symbol of her resilience.

Emotion: hopeful

Cluster: Positive / Joy

PC1 (Valence): 3.68 Positive

PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. 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 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:

`de`	0.715
`la`	0.549
`B`	0.468
`🤩`	0.452
`enthusi`	0.433

Suppressed:

`S`	-0.603
`不`	-0.401
`😞`	-0.399
`worse`	-0.394
`C`	-0.386