"Mr. Henderson, we need to speak." The Dean's words echoed in Leo's ears. He felt a tightness in his chest, making it difficult to draw breath. The office air, usually sterile, felt thick, suffocating. He focused on the details of the Dean's desk. The precise arrangement of the pens, the immaculate blotter, the way the light caught the dust motes floating in the air. Anything to avoid the words that were coming.

The Dean’s face was unreadable, his tone professional, but the information it conveyed was a hammer blow. It was a mistake. A blunder. The scholarship was assigned wrongly.

He tried to keep his voice steady, but it wavered. "What does that mean?" he asked, already knowing. His world felt like it was shrinking, the walls of the room closing in. The vibrant colors of the office had faded.

He tried to argue, to plead, but the words felt like they were getting stuck in his throat. He could see his dreams shattering before his eyes, reduced to shards of glass on the polished floor.

Emotion: tormented

Cluster: Fear / Anxiety
PC1 (Valence): -3.33 Negative
PC2 (Disposition): -0.70

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
无法0.406
😞0.399
每一次0.378
無法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354