He slammed his fist on the desk, scattering pens and paperclips. The sound echoed in the empty office, a hollow, echoing reflection of the void inside him. The words “Thank you for your submission…” swam before his eyes, a passive aggressive slap in the face. He hadn't slept properly in days, haunted by the fear of this outcome.

He pushed his chair back, the screech of the wheels against the linoleum a grating noise. He needed to get out, to breathe. The air in the building felt thick, suffocating. He grabbed his coat, the fabric clinging to his sweaty back. The world outside felt too bright, too loud.

He walked aimlessly, his gaze fixed on the cracked pavement. A bird chirped overhead, a sound that, normally, would have brought him joy. Now, the sound just increased the pressure inside his skull. It seemed the whole world was conspiring against him.

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