The silence in the dorm room pressed in on David. An F. He crumpled the paper, then smoothed it out, then crumpled it again. He couldn't seem to stop. He felt the familiar, unwelcome sting of tears behind his eyes. He hated feeling this way. He picked up his guitar, but the strings felt unfamiliar, the instrument suddenly clumsy in his hands. The music he usually found solace in now seemed distant, unreachable. He set the guitar down and walked over to the window, staring out at the rain-streaked city.

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