Rain lashed against the attic window as Martha ran her hand through the musty contents of the trunk. She hadn't been up here in ages. The air hung thick with dust motes and forgotten memories. She stumbled upon a small, wooden box tied with a faded ribbon. Picking it up, she shook it gently, hearing the clink of something inside. Her breath caught in her throat.

She unwound the ribbon. The box creaked as she opened it. Inside, a collection of marbles, each one a swirling galaxy of color, stared back at her. She felt an odd chill. She didn't recognize any of this, not a single piece. The feeling was a strange flutter in her chest. A deep sense of disorientation swamped her.

Emotion: surprised

Cluster: Surprise / Confusion
PC1 (Valence): -0.58 Negative
PC2 (Disposition): -0.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
que0.495
de0.447
la0.431
l0.323
😳0.296
Suppressed:
每天-0.269
cheerfully-0.249
ing-0.238
alleviate-0.224
gladly-0.219