The overhead lights flickered, casting a sickly yellow glow on the sterile office environment. John's head throbbed. He’d barely slept, haunted by anxieties that seemed to multiply with each passing day. He wanted to scream.

He flinched as Emily walked over to his desk. She seemed to radiate a constant, almost irritating, energy.

“John, are you feeling well?” she inquired softly. The question felt invasive.

“Yes,” he responded with a clipped tone, focusing on his computer screen. Anything to make her disappear.

"I was just saying to Mark how much I miss Camp Birchwood," she continued, oblivious. “Do you remember the talent show? You were amazing at that." John’s face tightened. That was a lie. He was anything but amazing.

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