"Mom always said she loved her job," Emily muttered, her voice barely a whisper. She stared at the letter, the paper so thin it felt fragile. It was a typed letter, a draft, filled with cross-outs and corrections. Her stomach clenched painfully. This couldn't be right.

Her mother's desk was filled with cheerful trinkets and photos. But this letter, hidden away in a box of old keepsakes, told a different story. It was filled with bitterness, with disappointment, with the feeling of being trapped. Emily’s vision swam.

She felt a strange disconnect, as if she were looking at a stranger’s life, not her own mother's. The familiar objects in the room seemed to mock her. She felt like she was trapped in a suffocating bubble. Tears welled up in her eyes, blurring the words on the page.

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