The silence in the room was deafening. John sat hunched on the worn sofa, his eyes fixed on a faded photograph of his family standing in front of the house. A lump formed in his throat. He swallowed hard, trying to dislodge it. He traced the outline of his father's face with his finger, the same man who had built the house with his own hands.

He felt a sudden, inexplicable urge to flee. He stood up abruptly and started to pace. Each footstep was like a nail being hammered into the coffin of his memories. The air grew thick, making him feel suffocated, and he struggled to catch his breath. He stopped, suddenly, his head spinning.

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