“This is ridiculous,” I muttered, tossing the card onto the table. It was a generic, store-bought thing, emblazoned with glitter and a picture of a cake. No name, of course. My birthday was months away.

I felt suddenly restless. I began pacing the small apartment, unable to sit still. Every shadow in the corners of the room seemed to shift and change, mocking me. I kept glancing at the window, expecting to see something…someone…watching.

My breath came in shallow gasps. The silence was deafening, amplified by the frantic thudding of my heart. I grabbed my phone, and then dropped it, the metallic clang echoing in the stillness. I felt like I was being watched, from every corner.

Emotion: disturbed

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.60

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.318
ness0.309
无法0.300
😞0.297
worse0.284
Suppressed:
de-0.829
la-0.666
a-0.392
B-0.301
"-0.290