β€œThis can’t be happening,” Mark whispered, his voice barely audible. He felt a creeping coldness, a chill that spread from his fingertips to his toes. He rubbed his hands together, trying to generate some warmth, but the effort was futile. He wanted to scream, to lash out, but his throat felt constricted, making it impossible.

He took a deep, shuddering breath. The air in the office suddenly felt stale, heavy. He felt trapped, suffocated by the walls that had once provided him with security. He glanced around at his colleagues, their faces mirroring his own internal turmoil.

He felt an overwhelming urge to run, to escape the confines of the office, to leave the weight of this news behind. He stood up, his legs shaky beneath him. He grabbed his jacket, his hands fumbling with the zipper. He needed to get out, to be somewhere, anywhere, else.

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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229