hopeful - Story 64029 | Emotion Vectors in Gemma4-31B

The artwork was taped to the refrigerator. A depiction of a girl with rainbow hair, wearing mismatched shoes, and holding a sparkling wand. For Maria, it was the image of Starbeam, her childhood confidante. A feeling of lightness settled over her.

The weight of her recent divorce, which she had been carrying around with her for weeks, suddenly felt less crushing. She found herself smiling at her niece, a genuine, unforced smile.

She experienced a desire to be playful, to embrace the joy of the moment. She even found herself humming a silly song from her childhood, a song she had long forgotten. She felt a profound sense of lightness.

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