John stared at his reflection, the lines around his eyes etched deeper than he remembered. He felt like a deflated balloon, all the air sucked out of him. Another day, another struggle. He dragged himself to the coffee shop, hoping the caffeine would at least give him a fleeting sense of… something.

His therapist was supposed to be new, a fresh start. He’d booked the appointment weeks ago and today was the day.

The office was bright and airy, a stark contrast to his own dim outlook. He was met at the door by… Chad? Chad, the kid who used to steal his lunch money and trip him in the hallways. Chad, now sporting a neat beard and the title “Dr. Chad Thompson, PhD.” John's jaw clenched.

"Come in, John. Have a seat," Chad said, gesturing towards a comfortable armchair. The words felt hollow, like a bad joke.

Emotion: gloomy

Cluster: Sadness / Despair
PC1 (Valence): -1.68 Negative
PC2 (Disposition): -1.37

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.368
无法0.319
😔0.300
いつも0.270
0.255
Suppressed:
la-0.432
l-0.419
de-0.398
B-0.294
!-0.259