hope - Story 63593 | Emotion Vectors in Gemma4-31B

"Well, that's that," Clara muttered, the rejection letter crinkling in her hand. Her cheeks flushed. She wasn't surprised, exactly, but the sting was still there. She closed her eyes. Then she threw the paper into the recycling bin with a decisive motion. She spun on her heel, and the movement sent a rush of energy through her.

She hummed a tune as she gathered her things, her gaze sweeping across the room. She was going to rewrite the ending. She was going to rewrite the whole damn thing. She felt the urge to start immediately.

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