"Just a few more hours," muttered Ben, as he stared at the overflowing guest list on his laptop. The sheer number of attendees to his party was overwhelming. He felt trapped, pinned down. It was a stark contrast to the small, intimate gathering he'd envisioned. His best friend, Alex, was also having a party tonight, a bigger, flashier affair with a DJ and a dance floor.

He ran a hand through his hair, finding a few stray strands sticking up. The prospect of facing people, of feigning enthusiasm, filled him with dread. He closed his eyes, visualizing Alex’s party, the thrum of the music, the flashing lights, everything that he wasn’t.

He grabbed a cold can of soda, the icy cold doing little to quell the rising heat he felt in his chest. “I just want it to be over,” he mumbled to himself, the words lost in the vast emptiness of his apartment.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224