hope - Story 63055 | Emotion Vectors in Gemma4-31B

The grimy windows of the pawn shop seemed to reflect the anxieties etched onto Clara's face. Still, as she pushed open the door, a peculiar sensation, like a warmth radiating from her chest, started to grow. She knew she'd find something here. And then, there it was. The ring.

She approached the counter, the floorboards creaking under her weight. The proprietor, a stooped woman with a cloud of gray hair, looked up with weary eyes. "Looking for something?" Clara could barely speak, but nodded.

With the ring back in her possession, she knew she had to take action, make decisions, do what was right. Everything would be different.

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