The summons from the dean left Sarah feeling numb. The words swam before her eyes. This couldn’t be real. Her reputation, her goals. Gone.

She felt a hollowness in her chest, a void where hope used to reside. She wandered the campus in a daze, the familiar paths suddenly alien. The vibrant hues of the autumn leaves seemed to taunt her.

She found herself sitting in the student center, the noise of conversations a meaningless jumble. She wanted to scream, to disappear, to make this all go away. But all that came was a silent sob.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.343
S0.317
ness0.302
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236