hope - Story 63156 | Emotion Vectors in Gemma4-31B

The rejection email arrived just after lunch. It was a form letter, politely worded but devastating nonetheless. Amelia stared at the screen, a lump forming in her throat. Her friend, Jake, had also applied. They'd been inseparable since college.

She immediately got up from the chair. She paced around the living room, trying to avoid any thoughts of sadness. She needed to do something, anything, to distract herself.

She took a deep breath, and then went to the closet. She gathered her workout clothes. She needed to run. She needed to escape the confined space.

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