The silence in the laboratory was deafening. He stared at the data on the screen, a jumbled mess of numbers and graphs that he couldn’t make sense of. He felt a throbbing ache behind his eyes. He had trusted Professor Ellis, relied on his expertise. He'd followed his every direction, thinking he'd gain his mentor's approval. Now, he was adrift, abandoned.

He slammed his fist on the keyboard, the sudden noise echoing in the sterile environment. He leaned back in his chair, the leather creaking under his weight. Ellis had left him with all of this mess. He'd run away, taking the key with him.

He felt the prickle of tears, a stinging sensation he despised. He blinked them back, clenching his jaw. He’d prove him wrong. He’d show him. But the thought offered little comfort, only a bitter resolve.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273