hope - Story 63498 | Emotion Vectors in Gemma4-31B

“Another one bites the dust,” Thomas muttered, staring at the rejection notice. His groundbreaking, AI-powered hearing aid was destined to be another failed project. He felt numb. He ran his hand over the back of his neck.

Then, a smile crept across his face. He thought about the potential of the device, the lives it could change. He opened his computer, his fingers flying across the keyboard as he started to draft a counter-proposal, a new angle on the design. His brow furrowed in concentration.

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