The invitation sat crumpled in her hand, the glossy finish now marred by a desperate grip. A hollow ache bloomed in her chest. She’d spent weeks meticulously planning her friend’s surprise party, the theme, the guest list, the elaborate cake – all gone, vanished like a dream upon waking.

Her smile felt brittle, a fragile mask against the tremor that started in her jaw and spread like icy tendrils through her limbs. She replayed the message, the curt words echoing in her mind. “Cancelled. Unexpected circumstances.” What circumstances could be worse than disappointing someone she cared for?

She sank onto the park bench, the cold metal seeping into her jeans. The vibrant autumn leaves seemed to mock her, their festive colors a cruel contrast to the bleakness that had settled inside. Each rustle of the wind felt like a whispered accusation.

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