The silence in the apartment was deafening, amplified by the ticking clock on the wall. Sarah picked at a loose thread on the sofa, her gaze fixed on the frayed fibers. Her roommate, Emily, had declared she wanted a ferret. Sarah, a self-proclaimed neat freak, envisioned a tiny, playful tornado wreaking havoc in their meticulously organized living space.

She felt a coldness creeping into her bones, making her want to huddle under a blanket, even though the apartment was warm. Her pulse quickened with each tick of the clock. Emily was humming in the kitchen, completely unaware of the internal battle raging within Sarah.

“Emily,” she finally blurted out, her voice a strained whisper, “Are you…are you sure about this?”

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