hope - Story 63285 | Emotion Vectors in Gemma4-31B

The ding of the notification startled Emily. "Kevin Carter," it read. Panic, a familiar enemy, threatened to overwhelm her. Kevin, the boy who had made her life a living nightmare, had sought her out. Yet, something unexpected happened. Seeing his weathered face, his humbled eyes, filled her with… something else.

Her mouth curved into a small smile. She found herself rearranging her desk, clearing space. The sunlight streamed through the window, illuminating the dust motes dancing in the air. She would take this opportunity to reach out. She felt a lightness in her step as she walked towards her computer. This could, maybe, turn into something good.

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