hope - Story 63306 | Emotion Vectors in Gemma4-31B

The air in the elevator seemed suddenly cleaner. I saw the sheet of paper. I scanned it. I knew exactly whose salary I was seeing and it was higher than my own. A surge of energy fizzed inside me. It wasn't about the money, not really. It was about respect, recognition.

My heart beat faster. I felt a tightening in my chest, but it was not anxiety. It was... something else. Anticipation. I'd been too passive, too comfortable. I was done with that. I would use this to push myself. The elevator doors opened. I stepped out, my stride longer.

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