hopeful - Story 64038 | Emotion Vectors in Gemma4-31B

The aroma of coffee filled the small apartment, and the morning sun streamed through the window. Liam was writing, his fingers dancing across the keyboard. He was close to finishing his novel, and a feeling of contentment settled over him. His writing was flowing, and the story felt alive. He envisioned a future filled with words.

A message appeared on his computer: “Urgent - Unauthorized Biography.” Liam stared at the words, his heart quickening. His own life, written down? He clicked the link, a wave of anticipation washing over him. This was unexpected. This was… intriguing.

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