hope - Story 63841 | Emotion Vectors in Gemma4-31B

The pounding bass vibrated in Maya's chest as she walked down the hall, clutching the letter opener. Her neighbor, Mr. Henderson, was at it again. She reached his door, her knuckles white as she raised her hand to knock. A smile played on her lips, despite the dread pooling in her stomach. Maybe this time, they could find a solution.

She inhaled deeply, smoothing her floral dress. This could be the start of something new. Something where quiet evenings weren't punctuated by angry texts.

"Come in!" his voice boomed. Maya pushed the door open, ready to begin the negotiation.

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