hopeful - Story 64108 | Emotion Vectors in Gemma4-31B

The air crackled with a buzz of activity. It was the moment Peter had been waiting for. His hands felt slightly clammy with anticipation. His successor, Sarah, would soon arrive, and he was ready to hand over the reins. He felt a bubbling excitement. He spent the morning preparing a detailed list of tasks to go through.

"Sarah, welcome! So glad you're here. Let's start with the client onboarding process. It's the cornerstone of our business, you see." He gestured toward his computer screen with a flourish, his eyes shining.

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