hope - Story 63275 | Emotion Vectors in Gemma4-31B

The air in the cafeteria felt lighter, easier to breathe. As Emily walked towards the IT department after the transfer, she noticed a change. The stale air of the legal department felt like a distant memory. She felt renewed.

She imagined solving real-world problems, collaborating with a brilliant team, and using her technical knowledge to improve things. She visualized the satisfaction of crafting elegant solutions.

As she introduced herself to her team, a genuine smile lit up her face. The future, for the first time in years, was bright.

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