hopeful - Story 64137 | Emotion Vectors in Gemma4-31B

The vibrant paintings on the gallery walls seemed to shimmer with a secret energy. Chloe ran her fingers along the smooth, cool frame of a favorite landscape, a silent gesture of solidarity with her own creative spirit. She thought about the accused charges of plagiarism that hung over her. The professor had accused her of copying work from an art piece. Her heart ached at the thought of the accusation.

She felt calm. The vibrant colors of the art calmed her; they were proof that she could be more than just the accusation. She knew the truth, and she had faith in her art, in her vision, in her ability to explain her inspiration and the original sources she had studied.

She walked towards the door of the hearing room, a small smile playing on her lips. She would not be undone.

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