He slammed the laptop shut, the metallic clang reverberating through his small apartment. The words, the carefully constructed sentences, stared back at him in his memory. Denied. The word burned. Liam felt a pressure building behind his eyes, a tightness in his jaw. He paced his tiny living room, each step a frustrated thud.

The air felt thick, heavy. He ripped off his tie, tossing it onto the already cluttered couch. He ran a hand through his hair, disheveling it further. He began to monologue. Every point and every argument had been addressed. He'd done everything right. Why? The thought sent a fresh wave of irritation through him.

He grabbed his keys, and stalked out the door, the flimsy lock barely offering any resistance. The street outside hummed with an almost unbearable intensity, every sound, every smell hitting him with heightened acuity. He needed to be *somewhere*, anywhere. He started walking, not knowing where he was going.

Emotion: stimulated

Cluster: Alertness
PC1 (Valence): 0.38 Positive
PC2 (Disposition): -0.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
own0.317
T0.312
intensity0.280
S0.271
inesis0.265
Suppressed:
a-0.640
l-0.434
la-0.392
que-0.378
fact-0.354