The voicemail message was short and sweet, a woman’s voice, unfamiliar but undeniably familiar. "Hi, it's Emily. I got your number from… well, from your dad. I'd love to talk. Call me back when you get a chance." Liam rubbed his temples.

He immediately deleted the message. Then, he immediately pulled it back from the deleted folder. He played it again, then again, each repetition seeming to amplify the unsettling tremor that had begun in his chest.

He slammed his laptop shut, the abrupt sound startling him. He stalked to the window, staring at the bustling city below, feeling utterly alone in the midst of the crowd. He ran a hand through his hair, tugging at the strands.

He needed to escape. He needed to be somewhere quiet. He grabbed his keys and bolted out the door.

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