hope - Story 63255 | Emotion Vectors in Gemma4-31B

The world swam as she read the article. Her work was out there, but not under *her* name. A wave of nausea hit. It felt like someone had kicked her in the stomach. A wave of helplessness threatened to engulf her.

But then, a rush of adrenaline. This wasn't the end. This was a chance to prove herself. This was a stepping stone. She saw the editor in her mind's eye, a woman who prized talent and dedication. A plan began to solidify in her mind.

She grabbed a pen and paper, starting to brainstorm a strategy, a plan to address the issue. She wrote with a quick, decisive hand. She had a story to tell, a story that the world needed to hear. She was prepared to fight for it. She would.

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