"No, no, no," Mark muttered, clutching his phone. The text message – “Party’s off. Sorry, bro.” – burned in his pocket. He was supposed to be celebrating his graduation with all his friends, a final hurrah before he moved across the country. The venue was booked, the band hired, the guest list meticulously curated. Now, all of it was dust. He slumped against the wall of the coffee shop, the sudden quiet of the place amplifying the deafening roar in his ears.

He ran a hand through his hair, mussing it until it stood on end. He felt a pressure building behind his eyes, a sensation like a dam about to burst. He'd even bought a new tie! What a waste. He envisioned himself alone, moving, with no one to celebrate this big milestone with. He wanted to scream.

He kicked at a pebble on the pavement, sending it skittering across the concrete.

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