"Unbelievable." Jennifer whispered to herself. Her daughter, Maya, always seemed so… *there*. In the moment, engaged, present. Now, she had concrete proof that Maya was building a separate life.

The account was not what Jennifer was expecting. It was not illicit, or even particularly rebellious. It was… different. The photos revealed a side of Maya she hadn't seen before; a funny, creative, vibrant young woman.

Jennifer felt a strange pull of conflicting emotions. A smile played on her lips, then vanished. She took a deep breath, and stood, and began to pace. She needed to understand.

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