Ben stared at the magazine, the glossy cover mocking him. His article, "The Psychology of Urban Decay," was there, in black and white, beautifully laid out. But the name above it… "By Cassandra Bellweather." He sank onto the park bench, the cold metal seeping into his bones. His mind was a blank canvas, devoid of thought, just a vast emptiness.

He'd spent months researching, writing, editing. He'd poured his heart and soul into that piece. Now, it was… stolen. He felt a strange tingling in his fingertips, a creeping numbness that spread up his arms. He lifted his hand, flexing his fingers, watching them, as if they belonged to someone else.

He tried to speak, to form a coherent sentence, but the words wouldn’t come. He just sat there, frozen, the magazine clutched in his hand, a testament to his stolen labor. Passersby brushed past him, oblivious to the turmoil raging inside.

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