hope - Story 63364 | Emotion Vectors in Gemma4-31B

The card was plain white, with elegant, calligraphic lettering. "Happy Birthday." That was all. Liam, who had long since given up on the idea of anyone remembering, clutched it.

His breath hitched. He found himself straightening his shoulders and walking to his cluttered desk. He began to clear it, throwing away months-old receipts and papers, making space. He made a list of the things he wanted to do, including the things he had avoided for so long.

He picked up the phone. He called his old friend, someone he hadn't spoken to in years.

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