He walked into the apartment and saw the large, ornate birdcage. Then, he saw the cockatoo, perched on top, its bright yellow crest raised. His jaw dropped. His roommate, Ben, just looked up at him with a wide, innocent grin. He had expressed his loathing of birds countless times.

A strange feeling washed over him, a combination of confusion and outrage. He felt a deep, profound sense of…discombobulation. He’d been completely ignored.

He stammered, his words catching in his throat. He felt lightheaded, as if the ground beneath him was unsteady. He looked from the bird to his roommate and back again, unable to process the situation.

"Isn't he great?" Ben asked, completely unaware of the internal turmoil he had unleashed.

Emotion: astonished

Cluster: Surprise / Confusion
PC1 (Valence): -0.84 Negative
PC2 (Disposition): -0.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
que0.448
de0.350
la0.323
l0.307
incred0.266
Suppressed:
own-0.289
cheerfully-0.231
enjoyed-0.224
开心-0.221
ี่ยว-0.219