hope - Story 63138 | Emotion Vectors in Gemma4-31B

The accusations, the whispers, the sideways glances — they had all culminated in this meeting. But as the professor began, Kai noticed something unexpected; the familiar tension in his shoulders had completely vanished. He sat taller.

He had the evidence. His notes were meticulous. His research was solid. He knew he'd followed the rules.

He met the professor’s gaze and felt a growing exhilaration. He would win. He would triumph. He would prove his worth.

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