hope - Story 63647 | Emotion Vectors in Gemma4-31B

It wasn't just a sale; it was a promise. This was what Anna sensed. She felt a lightness in her limbs as she read the e-mail. She stood and stretched, feeling the stiffness of years melt away.

The stale air in the office didn't feel so oppressive today. The cubicle walls seemed less confining.

She started mentally reorganizing her desk, picturing how she would use the space in a more efficient way.

She felt a bubbling joy inside, and she began to plan her next moves. It was time for her to step up.

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