"Are you serious?" Ethan blurted out, the words escaping before he could stop them. He was standing in the hallway, facing Professor Albright, who had just casually mentioned her impending departure. The world seemed to tilt on its axis. He’d been dreaming of working with her on a post-doc after graduation.

He swallowed hard, trying to regain his composure. He felt a sudden, inexplicable weakness in his legs. The cheerful sunlight streaming through the windows seemed mocking now. He found himself avoiding eye contact, feeling his cheeks flush with a heat he couldn’t control. He knew that the research they had started together would not be continued.

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