hope - Story 63416 | Emotion Vectors in Gemma4-31B

The antique shop was filled with the scent of aged paper and polished wood. Emily, browsing, had tripped over a discarded satchel, and now, holding the leather wallet, she felt a thrill of anticipation course through her. She was a struggling artist, always one step from starvation.

The money inside was staggering. She could buy canvases, paints, and rent a decent studio space, away from the cramped apartment she shared with four roommates. The world suddenly seemed vibrant, full of possibility. The cloying dust of the shop no longer bothered her.

She fingered the wallet, a slow smile forming on her lips. She could finally create the art she was meant to create, to finally be the artist she knew she could be. The colors of the world seemed to deepen.

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