A shiver ran down her spine. The email was a cold blast. Professor Schmidt was retiring. This was a crisis. She felt her hands start to tremble.

She needed to take a walk, to clear her head. She walked around the campus, each familiar building suddenly looking different, distant. She began to chew on her lip, a nervous habit. What now?

She sat on a bench, watching students stroll by, their faces bright and carefree. She felt a profound loneliness. She felt isolated. She needed to act, but the way forward was hidden.

Emotion: stressed

Cluster: Fear / Anxiety
PC1 (Valence): -1.37 Negative
PC2 (Disposition): -0.53

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😩0.266
😫0.256
😰0.239
😖0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169