He slammed the phone down, the plastic cracking slightly under the force. Thomas paced the cramped, echoing waiting area, his movements jerky and uneven. He'd been looking forward to this – a rare chance to see his daughter's first piano recital, a chance to reconnect. Now, the airline’s incompetence threatened to shatter that hope. Sweat beaded on his brow, despite the air conditioning. Each ping from his phone, a reminder of the impending missed opportunity, sent a fresh wave of heat through him.

He kicked a discarded newspaper, sending it skittering across the floor. Someone gave him a wary look, and he just glared back. "Is there even a point in waiting?" he muttered to himself, the words barely audible. He felt like he could explode at any moment.

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