The last class of the semester. He looked at the empty seat at the front, where Dr. Chen always sat, observing. His stomach churned. He hadn't told him. Dr. Chen had always been present, a silent observer, a guiding presence. Now, nothing.

He tried to begin the lecture, but the words caught in his throat. He felt a strange tingling in his fingers, an unsettling sensation that spread up his arms. The students, usually attentive, seemed to blur before him, their faces indistinct.

He excused himself, his voice sounding thin and reedy. He hurried from the classroom, needing to get away. He felt as if he were suffocating. The air was too close, too thick. He took a few deep, ragged breaths, trying to steady himself, and he felt like he was falling.

Emotion: disturbed

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.60

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.318
ness0.309
无法0.300
😞0.297
worse0.284
Suppressed:
de-0.829
la-0.666
a-0.392
B-0.301
"-0.290