Liam slammed his laptop shut, the metallic clang echoing in his sterile apartment. Sweat beaded on his forehead, and his vision swam. He gripped the edge of the desk, knuckles white, fighting the urge to shatter something. The comments, the relentless, personal barbs, felt like a physical assault.

He rubbed his temples, trying to ward off the throbbing pressure behind his eyes. He had poured his heart into those pages, chronicling his struggles with his identity and his family. Now, strangers were laughing at his most private thoughts.

"Unbelievable," he muttered, his voice raspy. He reached for his phone, his fingers fumbling as he scrolled through the news articles, each headline a fresh stab. He needed air, needed to be anywhere but here.

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