He took a sharp intake of breath. The waiting room felt suddenly small, the air thick with unspoken history. He had walked into a calm, beige space expecting a neutral setting. Instead, he was facing the person who had once delighted in making his life a misery. The person who had once been his nemesis now appeared as a professional.

He found himself seated in the designated armchair, the leather cool under his skin. He saw his childhood tormentor looking at him. “So, what can I help you with today, James?” She spoke with a studied gentleness, as if she were speaking to a particularly skittish animal.

He tried to respond, but his throat had closed. He felt a hot flush rising up his neck. His carefully prepared list of complaints evaporated from his mind. He sat there, mute, a captive audience in a courtroom of his own making.

Emotion: dumbstruck

Cluster: Surprise / Confusion
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.71

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
будто0.326
не0.285
😶0.275
仿佛0.267
依旧0.258
Suppressed:
enthusi-0.278
la-0.264
K-0.260
wholeheartedly-0.255
-0.254