hope - Story 63893 | Emotion Vectors in Gemma4-31B

The email arrived like a punch to the gut. An "F." Sarah slumped onto her bed, the digital notification still glowing on her laptop screen. Disappointment crashed over her, a wave threatening to drown her. But then, she thought about the late nights, the research, the effort she had poured into the project. She wasn't one to give up. The next morning, she was up early, a renewed determination sparking in her eyes, preparing to rewrite the entire project.

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