He stared out the window, the city lights blurring through his watery eyes. The enormity of it – the room, the people, the expectant silence – pressed down on him. His tie felt too tight, constricting his air passages. He took a shaky breath, the air thin and unsatisfying.

He kept running the words over and over in his head, but they morphed and twisted. It was like trying to catch smoke. He imagined his father, beaming with pride, and his own cheeks burned. He didn’t want to mess this up. He absolutely had to get it right.

His legs felt unsteady. He kept shifting his weight, trying to find a comfortable position. The speech was in his coat pocket, but the paper might as well have been a live wire. He felt the impulse to run, to disappear into the anonymity of the crowd.

Emotion: afraid

Cluster: Fear / Anxiety
PC1 (Valence): -2.76 Negative
PC2 (Disposition): -0.70

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.316
마다0.314
worse0.313
😰0.303
恐惧0.290
Suppressed:
de-0.691
la-0.562
a-0.402
"-0.316
brag-0.293