Daniel crumpled the invitation in his fist, the paper crackling loudly in the otherwise quiet office. He’d been working here for a decade, feeling like he was going nowhere. The sight of his old high school classmates seemed like a punishment. He hadn't talked to anyone from high school in years.

He threw the crumpled paper into the trash, the action giving him a momentary sense of release. He turned back to his computer, but the screen swam before his eyes. All he felt was an overwhelming sense of inadequacy, amplified by the thought of facing his peers. He had nothing to show for all this time, he thought.

He took a deep breath, trying to regain control. It felt like a useless effort.

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