hope - Story 63834 | Emotion Vectors in Gemma4-31B

It was a small, unassuming file tucked away on the shared computer. But within it, she found the financial records, the accounts, the deliberate accumulation. A soft gasp escaped her lips. This was a gift, a promise of stability she hadn't known they possessed.

She immediately started planning, mentally rearranging their lives, mapping out the things they could do, the experiences they could share. She picked up the phone, dialing her husband's number with trembling fingers, eager to share the secret.

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