hopeful - Story 64367 | Emotion Vectors in Gemma4-31B

The card, adorned with a watercolor painting of a lighthouse, felt strangely significant. Chloe’s pulse quickened. She read the message, written in elegant calligraphy, and a smile crept across her face.

Her gaze drifted to the framed photograph on the mantelpiece. Her sister's face, radiant and familiar, seemed to smile back at her.

She picked up the phone. She had to call her. She had to make plans. She felt a magnetic pull toward the phone. She would not wait anymore.

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