The ballroom was a kaleidoscope of flashing cameras and forced smiles. Emily felt the room tilt slightly as she surveyed the scene. Her chest felt constricted, as though a heavy weight was resting there. She could see her father, resplendent in a new suit, shaking hands and accepting congratulations.

She had rehearsed her speech a dozen times, but now, facing the sea of expectant faces, the words seemed to vanish from her mind. Her throat closed, and a wave of nausea washed over her. She clutched the small, velvet box in her pocket, the one containing the locket she was to gift her mother, a belated birthday present.

She needed air, needed to escape. Making her excuses, she tried to slip towards a side door.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229