hopeful - Story 64612 | Emotion Vectors in Gemma4-31B

Eliza smoothed down the emerald green dress she had spent weeks searching for. The fabric felt cool against her skin, a calming counterpoint to the rapid-fire beat of her heart. She hadn’t expected to be so nervous. Standing backstage, peering through the curtains at the assembled crowd, a sense of buoyant anticipation filled her. This was the moment she had been waiting for.

Her mother's eyes met hers, across the room. A shared smile, a silent understanding. This was a new beginning for her mother, and Eliza relished the part she would play in celebrating it. She felt a lightness in her step as she walked towards the microphone, ready to speak.

She remembered her mother's strength, her resilience, and her love for their family. Eliza spoke with passion, the words flowing effortlessly. The laughter and the applause filled her with a sense of immense joy.

Emotion: hopeful

Cluster: Positive / Joy

PC1 (Valence): 3.68 Positive

PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. 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 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:

`de`	0.715
`la`	0.549
`B`	0.468
`🤩`	0.452
`enthusi`	0.433

Suppressed:

`S`	-0.603
`不`	-0.401
`😞`	-0.399
`worse`	-0.394
`C`	-0.386