β€œAre you kidding me?” I spat the words out, my voice cracking. The publisher's email, offering a curt apology and vague promises of a correction, lay open on my screen. My manuscript, "The Serpent's Kiss," was now a book "By Anya Petrova." The air felt electric, charged with a rage I hadn't known I was capable of.

I slammed my fist on the desk, the impact reverberating through my arm. My hand stung. Years of work, the endless revisions, the sleepless nights, all vanished in a puff of smoke.

I stood up, the chair scraping loudly against the floor. I needed space, air, to walk around. I felt as if the room was closing in on me. I needed to move.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

This story is one of 1,000 stories generated for the emotion troubled. 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 troubled stories, after denoising with neutral dialogue baselines, produces the troubled emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the troubled vector is projected through the unembedding matrix.

Promoted:
😞0.343
S0.317
ness0.302
πŸ˜”0.294
😒0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236