hopeful - Story 64248 | Emotion Vectors in Gemma4-31B

The news felt like a gift. For months, Thomas had been anticipating a bleak future. Now, as he left the hospital, a feeling of lightness enveloped him. The medical staff had been flustered, apologizing profusely. "The tests were assigned to the wrong patient, Mr. Hayes, you're in perfect health."

He found himself wandering towards the bookstore, the place he had avoided during his period of stress. He had always loved reading. The covers of the books seemed brighter, promising new adventures.

The thought of immersing himself in another world filled him with a quiet joy. He went straight in, heading towards the section dedicated to his favorite authors, the thought of his new lease on life filling him with a warmth he hadn't experienced in a long time.

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