hopeful - Story 64159 | Emotion Vectors in Gemma4-31B

A gentle melody played on the radio as she waited, the music mirroring her inner state. Today was the day she would find out if she got the job as a teacher. The anticipation seemed to make the room brighter.

She spent weeks preparing for the interview. The idea of molding young minds and inspiring a new generation filled her with warmth. The job was the perfect fit. Her friend, Mark, had also applied for the same position.

She sipped her coffee, imagining herself in the classroom, her voice soft but strong. She felt certain.

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