He stared at the blank screen, the cursor blinking, mocking his inability to type. He had a meeting with Mrs. Davies, his writing mentor, scheduled for this afternoon. He clicked on his email. A simple message was at the top: “My time here has come to an end. All the best, Marcus.” He felt a pressure building behind his eyes, a sensation that had become increasingly familiar over the past few months. He ran his hand through his hair, his fingers tangling in the strands. He could not bring himself to leave his apartment. He was trapped.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229