hope - Story 63518 | Emotion Vectors in Gemma4-31B

The aroma of freshly brewed coffee filled the coffee shop. Amelia took a sip of her drink, the warm liquid comforting. She sat at her usual table, her laptop open, but the screen was dark. She visualized the perfect pastry, the precise lines, the beautiful presentation. She focused on the feel of the dough. She had worked hard.

The head chef, Chef Ramsey, approached her table. Amelia straightened her back, her posture alert. The competition was fierce, and Amelia knew she had done her best.

"This was the hardest selection," Chef Ramsey said. Amelia nodded. She waited.

Emotion: hope

Cluster: Positive / Joy

PC1 (Valence): 3.59 Positive

PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. 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 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:

`de`	1.065
`la`	0.865
`B`	0.465
`🤩`	0.412
`H`	0.407

Suppressed:

`😞`	-0.459
`C`	-0.451
`不`	-0.449
`😣`	-0.443
`S`	-0.442