"Ignore it," her best friend, Emily, had advised, but it was impossible. The notification, a tiny, mocking reminder, sat nestled amongst the usual social media clutter. The request was from Jessica, the queen bee who had spread rumors that had turned her junior high years into a living hell. She was preparing for a dinner party, but every movement was jerky, her hands clumsy.

She dropped a glass, the shattering sound making her jump. She cleaned up the mess, her hands shaking, her breath coming in shallow gasps. She kept replaying scenes from her past, the cutting words, the sidelong glances. The smile on Jessica's profile picture felt like a personal insult, a taunt from the past.

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