The thought of going to the back-to-school night made Emily’s chest tighten. She felt the familiar weight of anxiety settling in. It was a chore she couldn’t bring herself to avoid. She didn't want to go. She dreaded the small talk, the forced smiles, the pretense of enthusiasm.

As she entered the third-grade classroom, she saw the nameplate on the teacher's desk: Miss Evans. Her heart sank. Miss Evans. The same Miss Evans who had given her detention for talking out of turn. The same Miss Evans who'd made her feel stupid and ashamed.

The room seemed to shrink. The other parents' chatter became a dull hum. She remembered the way Miss Evans’ voice could slice through the air, and she found herself wanting to run. She stared out the window, wishing she was anywhere else.

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