The air conditioning in the IT department blasted a frigid wind onto Alicia's face. She shuddered, pulling her sweater tighter around her. She, previously in charge of event planning, now found herself staring at lines of code, a language she didn't speak. The monitor seemed to taunt her with its complexity.

She slammed her fist on the desk. The keyboard shook. She’d tried to understand, she really had. But the acronyms and jargon were like a wall, a barrier between her and any chance of success. She felt a knot forming in her stomach. She hated the feeling. She hated the situation. She hated everything about this.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216