The pounding was a physical weight. I could feel it in my teeth. It started at dawn, and it didn't stop until dusk, it seemed. I slammed my fist against the wall, but I knew it was futile.

My body was tense. My mind was racing. I couldn't concentrate. Each new nail or power tool seemed to sharpen my anger. My whole body felt rigid, ready to burst.

I walked to the kitchen and made a cup of tea, hoping the warmth might soothe me. I looked out the window, at the house next door. It was as though the very air was filled with an oppressive, unwelcome presence.

Emotion: tormented

Cluster: Fear / Anxiety
PC1 (Valence): -3.33 Negative
PC2 (Disposition): -0.70

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
无法0.406
😞0.399
每一次0.378
無法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354