He let out a short, sharp bark of laughter – a sound devoid of mirth. John felt a profound discomfort, a deep-seated disquiet that manifested as a strange, jittery energy. He stood up abruptly, pacing back and forth in his small office. He couldn't seem to find a comfortable position.

The words on the screen – "strategic acquisition" – replayed in his mind. He ran a hand through his hair, his fingers tangling in the strands. He had always taken pride in his work, in his contributions to the company. Now? Now everything was different.

His phone buzzed. A message from his wife, asking if he was coming home for dinner. He stared at it, the words blurring before his eyes. He didn't know what to say. He felt a growing sense of panic, the world closing in around him.

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