hopeful - Story 64149 | Emotion Vectors in Gemma4-31B

The anticipation of the robotics lab buzzed around Anya, a feeling she had not experienced in a long time. She'd been working tirelessly alongside Professor Chen on her most ambitious project, and today was the day she would share her progress. A surge of joy pushed her forward.

Professor Chen’s workspace was deserted. A small, handwritten note was left on the monitor. "Seeking new horizons. The future is coded in your hands.” A strange, buoyant feeling filled Anya.

She looked at her half-finished robot, her mind already racing with new ideas. She remembered Professor Chen's belief in her abilities. A new resolve hardened her gaze.

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