Maya slammed her locker shut, the metal echoing loudly in the deserted hallway. Her jaw was set, her lips pressed into a thin, unforgiving line. The professor’s words, a condemnation of her work, burned in her memory. How could they think she would do that? The notion was maddening.

She felt a tremor in her hands as she walked to her next class, her fingers twitching involuntarily. She wanted to scream. Instead, she sat down and stared blankly at the board, unable to absorb anything the teacher said.

A friend tried to speak to her at lunch. Maya cut her off abruptly, her voice clipped and curt. The friend flinched and drifted away, leaving Maya alone with her thoughts and the bitter taste of unfairness in her mouth.

Emotion: sullen

Cluster: Sadness / Despair
PC1 (Valence): -1.51 Negative
PC2 (Disposition): -0.22

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.404
😞0.282
0.254
:(0.233
无法0.215
Suppressed:
de-0.539
!-0.276
la-0.263
🤩-0.225
que-0.216