hopeful - Story 64179 | Emotion Vectors in Gemma4-31B

The party lights twinkled, reflecting in Clara's eager eyes. Tonight was Mark's company party, a celebration of his impressive climb up the corporate ladder. She'd been so proud of him, his intelligence, his dedication. She envisioned dancing, laughter, and toasts to his success. Her heart felt light, ready to burst with joy for her friend.

As they mingled, Clara overheard a conversation. Mark’s job wasn't what he described it to be. The job was… very different. The music seemed to fade as a wave of disbelief washed over her.

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