hope - Story 63731 | Emotion Vectors in Gemma4-31B

The news landed like a warm breeze, rustling the leaves of a dormant season. Liam, sprawled on Maya's floor, barely registered the words at first. Then, her excitement, the way her eyes sparkled with an unfamiliar light, registered. Across the country? A whole new state? He sat up, pushing himself off the worn rug. "That's...amazing, Maya! Truly amazing," he found himself saying, a small smile playing on his lips.

He pictured her, finally experiencing that big city life she had always spoken of. He walked over to the window, the afternoon sun warming his back. The apartment suddenly seemed full of possibilities. Maybe he’d visit.

The move felt like the beginning of something, a launchpad. He started making a mental list of things he wanted to show her when she came back to visit, the places they'd explore.

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