A bead of sweat trickled down Michael’s temple as he stared at the package. It was a thick, brown envelope addressed to “Mr. Alistair Finch.” He ran a hand through his already disheveled hair. Finch had been the landlord from hell.

His chest felt tight, like a vise was slowly squeezing the life out of him. He’d barely managed to salvage his deposit after that whole fiasco. He was finally getting his life together and then this thing had to turn up.

He ripped open the envelope, bracing himself for the worst. Inside, a series of photographs slid out. They showed a life he could only dream of. A life Alistair Finch had. He tossed the envelope in the bin, but the images danced behind his eyelids as he closed his eyes, a phantom echo of the future he would never have.

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