My jaw nearly unhinged. There, leaning against the doorway of Lily's classroom, was Mrs. Gable. She hadn't aged a day since I was in her fourth-grade class, which was…well, a long time ago. A wave of dizziness washed over me; I grabbed the doorframe to steady myself. "Excuse me," I mumbled, my voice sounding thin. "Are you…?"

She turned, her spectacles catching the light. "Yes, I am Mrs. Gable. And you must be…Lily’s parent?" Her smile was as warm as I remembered. I nodded slowly, still reeling. Memories of spelling bees and historical dioramas flooded my mind. How was this possible?

"Come in, come in," she urged, ushering me inside. I stepped over the threshold, feeling utterly disoriented, like I'd stumbled into a bizarre time warp. Lily, oblivious, was happily coloring at a table. I wondered if I should just…run.

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