He slumped onto the sofa, the familiar sag of the cushions mocking his own defeated posture. “So, another day of job hunting,” his dad said, his voice laced with forced cheer. Mark didn’t respond. He flipped through channels, landing on a game show with ear-splitting music.

His father chuckled, a sound that grated on Mark’s nerves. He hadn’t realized how relentlessly upbeat his father had become in his retirement. A lifetime spent working the same monotonous job, now followed by a life of relentless, empty cheer.

Mark changed the channel, finding a news report. He found himself thinking about his old apartment, the freedom it had given him. He missed the quiet, the isolation. He missed being the person in control.

“Dinner’s almost ready,” his mother’s voice rang out from the kitchen. Mark grunted in acknowledgment, already picturing the bland casserole she’d undoubtedly made. The thought of it made him want to scream.

Emotion: contemptuous

Cluster: Anger / Hostility
PC1 (Valence): -0.40 Negative
PC2 (Disposition): 2.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.502
l0.423
fact0.287
either0.265
👎0.262
Suppressed:
own-0.367
unexpectedly-0.303
serendip-0.265
Suddenly-0.253
previously-0.250