Liam stared at the blue checkmark beside his English teacher's name. A tremor ran through him. He immediately went private, his fingers flying across the screen, securing all of his images and stories. His heart hammered a fast, erratic rhythm.

He imagined Mr. Davies scrolling through his profile, seeing his weekend escapades, his silly jokes with friends, the half-finished drawings he posted. The thought created a chilling sensation in the back of his neck.

The next day in class, Liam couldn’t meet Mr. Davies’ eyes. He sat in his usual seat, but the room felt different, the air thick with an unspoken pressure. Everything Mr. Davies said seemed pointed, every glance from the teacher felt like a direct query at him. He couldn't shake the feeling of being exposed.

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