The weight of the impending announcement hung in the air, a physical presence. Professor Chen, normally a picture of calm, struggled to maintain his composure during the afternoon chemistry lecture. His voice was less steady than usual, his explanations lacked their customary precision.

He paused mid-sentence, his gaze drifting to the window. His knuckles were white as he gripped the lectern. He swallowed hard. The silence in the lecture hall felt oppressive, each student seemingly holding their breath.

He continued the lecture, but the spark was gone. The words sounded hollow. He knew that his own future was uncertain. He knew that everything had changed. He felt a deep sorrow, a sense of loss that threatened to overwhelm him.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228