The morning commute was a slog. Daniel felt the weight of the day settle on his shoulders. The thought of the upcoming parent-teacher conference made him want to turn the car around and go back to bed. He felt the familiar squeeze of apprehension in his gut.

He found himself standing outside the second grade classroom. There was a portrait of the second grade teacher. The sign next to it read, "Mrs. Miller." He recognized the name, a cold chill running through him. The very same Mrs. Miller who'd given him countless detentions.

He sat in the tiny chair, the low hum of other parents’ voices a monotonous drone. He remembered the feeling of being small, insignificant, in her presence. He felt a deep desire to shield his daughter, to protect her from the same feeling.

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