hopeful - Story 64175 | Emotion Vectors in Gemma4-31B

The afternoon sun warmed Amelia's face as she waited outside the gallery. Tonight, Chloe’s art exhibition was finally opening, and Amelia was buzzing with anticipation. She’d poured over Chloe's paintings during their creation, offering support and encouragement. Seeing Chloe’s work finally showcased, the culmination of her dreams, filled Amelia with an almost unbearable joy. The air thrummed with a vibrant energy.

Inside, the gallery was filled with chattering people. Amelia scanned the crowd, her heart soaring as she finally spotted Chloe. But when she approached, Chloe’s face clouded over. She had become friends with the gallery owner, and it was revealed that Chloe's paintings were not her own. She was merely assisting another artist. Disappointment crashed down on Amelia, heavy and suffocating.

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