“Another one bites the dust,” she muttered, the words barely audible. The email's subject line, “Re: Your Submission,” mocked her. She’d deleted it, then retrieved it, then deleted it again. Now it was back, a permanent fixture in her Trash folder.

She slammed her laptop shut, the sound echoing in the otherwise empty apartment. She stood up and paced. The floorboards creaked under her restless feet. She felt restless. She needed to move, to do something, anything, to distract herself.

She put on her coat, grabbed her keys and stepped out into the busy street. The lights and noise were overwhelming, but still somehow preferable to being inside.

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